{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.metrics import mean_squared_error as mse\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.optimizers import *\n",
    "from tensorflow.keras import backend as K\n",
    "from tensorflow.keras.callbacks import EarlyStopping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(40575, 8)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>temp</th>\n",
       "      <th>rain_1h</th>\n",
       "      <th>snow_1h</th>\n",
       "      <th>clouds_all</th>\n",
       "      <th>weather_main</th>\n",
       "      <th>weather_description</th>\n",
       "      <th>traffic_volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date_time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>2012-10-02 09:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>288.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>40</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>scattered clouds</td>\n",
       "      <td>5545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2012-10-02 10:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>289.36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>broken clouds</td>\n",
       "      <td>4516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2012-10-02 11:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>289.58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>4767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2012-10-02 12:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>290.13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>overcast clouds</td>\n",
       "      <td>5026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2012-10-02 13:00:00</td>\n",
       "      <td>None</td>\n",
       "      <td>291.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>75</td>\n",
       "      <td>Clouds</td>\n",
       "      <td>broken clouds</td>\n",
       "      <td>4918</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    holiday    temp  rain_1h  snow_1h  clouds_all  \\\n",
       "date_time                                                           \n",
       "2012-10-02 09:00:00    None  288.28      0.0      0.0          40   \n",
       "2012-10-02 10:00:00    None  289.36      0.0      0.0          75   \n",
       "2012-10-02 11:00:00    None  289.58      0.0      0.0          90   \n",
       "2012-10-02 12:00:00    None  290.13      0.0      0.0          90   \n",
       "2012-10-02 13:00:00    None  291.14      0.0      0.0          75   \n",
       "\n",
       "                    weather_main weather_description  traffic_volume  \n",
       "date_time                                                             \n",
       "2012-10-02 09:00:00       Clouds    scattered clouds            5545  \n",
       "2012-10-02 10:00:00       Clouds       broken clouds            4516  \n",
       "2012-10-02 11:00:00       Clouds     overcast clouds            4767  \n",
       "2012-10-02 12:00:00       Clouds     overcast clouds            5026  \n",
       "2012-10-02 13:00:00       Clouds       broken clouds            4918  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "df = pd.read_csv('Metro_Interstate_Traffic_Volume.csv.gz')\n",
    "df['date_time'] = pd.to_datetime(df['date_time'])\n",
    "df.drop_duplicates('date_time', inplace=True)\n",
    "df.set_index('date_time', inplace=True)\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(52551, 8)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### INSERT MISSING DATES ###\n",
    "\n",
    "df = df.reindex(pd.date_range(df.head(1).index[0], df.tail(1).index[0], freq='H'))\n",
    "\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'traffic_volume')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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djaJlOtjthLlROOvHSUsGwcIYKBH86B9+eUO50WeGQfi/v/vLuPZuPj87GcipoSJtxSK3O4qWcyDZAZwjhzUqA/12u65LVOtU5h4hNeuH+zkxkMbCrtGgVX22C6656zAuvPgy3Hc4LeMPnVKnbjIF49x9w4f341c8zj1FS0+6+/zRdhxxNnwoVbt5fwr12L1U9bXVOYlBLgrMPrQ6mXn3P64WUpxRUZU3HRMv/S9X4Scu/cq3VN9FBfWr1J6qGRXN1+bFqIixUW9++Bj+65Vpabm7QHZUgKd8ppT3Gcx0tUgc2NsdNMH1DWvlot+8Gv/wkuta36stoyL1NPZsQ4hexmEnCvDE8PK3X4t//N8+v6n33EmtSKO5rfOqreZEKk2+bSxo17j38MbSp6lUjtMCtzx6Aj/30VvZcir0I9HRM2+18UUDfc+24Qnccs2tM6F23K5rfltGRSr04U5au5BNoRgVw53JqLjyzir7wq2Pnkgq3zb0oxfZoLhoy8ScN7hx9I2DJ/Gf/vw2dkMWctpyNo45rslRsadm76y01PKJtdmiMdko9GM8K/Dit34Ob/vru9hybnapWF8iRsV4av8WtyT2caAS4vRpfi2aHaD6aEtGBdcfUteNE6sTbwYvjpWhDjW26X5pRzsqUtPjtGU+TAMeMfu+NcVnh6fmoomLRHSqaxu7V1tGxXYZeA8cPWOp7T9xcg3/4X/uT+6jNKml2o9FhMYspS0IVZRpLKFFweMn1nDpDQ98y4v/sZXNEcDkfpeTq9MdIbCZOi+qTDPJoQvVo28M//Xtj1tK6jqd6c6Gux752lNsMHRmu572t0VbRkWovbk2Dqcn3R7rkgulUZHoqdDrUkRMk+LbA6wVE2QHEP1+1w4N/aDDndSDAlqzU8O92kbLKedeYvl5gxuLb/zwfnz61oMsYzckxs45dC1GRb1xJ/ZOKqMilX20aNPuRDkqqsdP7j/AlqNvR06g2Ga6TkyTroHB4B/81nXeg85Fy/qhbGejRodPrSvxahfUD7kxn7o2v/5Pv4Z//d6bPJlD/O/7Vn6TLrGjHRWpMVE63zrfSS694QH8AyOFl/Y6exgV0i6307N+0PfcjFOYto6H1CwhXeNVv/MFvPwdug/91yu+icvvOIQr73yi1X1S25hTsDfxr95zI/7W/3u5Lk8G5MJM/2H8Xx/ah3dc/k0cOL4Y4kA6BZpuv5e+7Sq87G1Xd1OhDWD/I8fZUJh0hkT1yC2eXD+k8r7Qj5/76K348T+6qVF+pzMClGhZ/eg7JVQGZKqjol7tTWewlHLhTvo2C61DPwKi2twmJxQqul0ZFYS2S3k09KMlu5T66On1ne2o6LXMkNBeILZ6TM5IoMovRv/l+gvNY1wVuewyvQBzz7QfiVFBDvRVj0bFRrEo+4A+E5oRgmY+hvdJBBLT9GVNSYXPUbRwjArlfNXXXnHJdfiRP/gSXz6w30ydH+88WDlBuDbm+hmNgeyoWEC0FdHydZJ3XP5NpWgPaMMwzqhox9RYZPzsB7+Gn/xjPsZMMSo2wVPhC/2YzEp28dwujAoXioadWP22k7I20vnXXRperDyHL953tDU9crNAG+pF2bQumpe/LcazAv/qPTfiZz+4r/Fa2yHGOQ+5OTBkQPLYuTogJqbOps77fYVdPoaeY3ACwPPfcjne/NFbNlbRBYcS00zsXqEDC85ZFDIqt9ua79Y3WUwz8WsqRkWqo6K2A06tVfP88oB3VFxyxTe3dZryfm2Bt2X9cKf4LJWcQm4S67NooR8cGzmkp8XZgyp0gel7Zr93WT8rEUaFO2ZiTbYocwLZ6TTGYo4HN2wgNobJkTSvTXFIHLULaOehRqiNQhqHqex7cjZxjgpWo6J+3K7JCna0oyKZ7lb/drHFgjpYW+/3dj9dAYBr7j6CGx94in2Nvp4Z+rFRcAvNydUpvvNXrsB7v/BgUvltgTmfDrcV02wbZ/foU6v4qffdjF/+1O0bqd63DBVL3frsbz5YNC9/W5BxdscBTVdsG8pB4NWs/Y6K1DG8zZJ+bBjkOI+1i9aoaCes55a//I5D7Sq4TcA1y0NPruAmzzoW0qjgaeP+dvf9dhdefBne+bl7vO/rCmTwtg0xnJVp5ZXzLbGvKkdFxCH93i8srlJ9Cvotw7FCISK8ZoPfDgjprizKJpA/Hfa/xoUOh9I4m21AY5yckquRQxgKS0pd+xdlH0B2Oo2xGEPcZe7F+ioxKoixkZqkIB2LYfMRYuxlFyFNxFTWzbD2cK4zjgeunwnHObXdsLMdFS0pn7EBSIt5amfaSYyKEHToR/oE8sX7jrLUM84Le+R0xWb55P7HGq9tl9APFyElag5UjNuYsxSyRNaPKt+SlniyPul6yEjTdTZju2WkcBEK/UnWqCB18IhBaLyhfi31/hUWhZacirb1VTT5SLso46OlsF5bHaDtADZTh5MmHABe+c7P4yc8zMCQWBzXf0PNGBoz77r+W0/jvdmgDFNqnUlcy8lZEyu+UUYFaTjF1qftNicQNhr6wYGbR5VjiHkbZ2stHKMi4ODm6s+1gdbyCa9t1DdpHoiNgdVx1TeTdcOMz3/4yZXO+qwO/aj3PZF6KAd34uGXPu1vN+bbYtH6aGp1qB9yfds3vtcmhWXnbyajYvMdSZuPHe2oSG3/VNq7GniJhnWRKD6z3aGyfiT2ptsPnMBPve9m/NblzXQ43GISMp62K6OCNg1tN7bc2hmiJSc761pqVJDhOEj90eeEhQn92O6MCk4pGu2E3kIMDG7ObK2xEDA4Fxlt539lMEc2Z64aewxc6MdOAdcnykTDmhASFGY3gYHfZ7ut+WTwUlulkiND4Unm2qPCaxP7HjnTyLCOvW+7Hgb1Wx5YBB0VAQcxt65zmxwVLrUgzcmfDleP3KbLXEto/FNX5pl+uryy1+t7xIbAmZZhr/RdbnzgSfzjd34en7rlYKv3bxZobI8dRoUPjdCPyFh005MuijbHvBAK5eAwC6wzXH+fFSVe9NYrrawsw347RwUChxScfXf9PUdw4cWX4eRqU7OsC+xoR0U6oyLVQ1h1itRFUTMq2g/UP7v5Udz66PHW7+sCKvQj8RTmqTrTAncazy0+oZ9xu1KZdJxlWnlqg5jQG/V56qOpm8C2JynUtwebEO6zEVA9F2VDQE60xahNe2xmvD13L86Ipr7cNvRju2VUoPF5en2KCy++DB/f12SG2eUp9CPc7srxkLi+9J3y2+EkJRU846Hdpkut14mU3JADJFVQdlGgQz/qC561/IGjZ3Dv4dPqf81CaZa14//b2UK0rk8Sx8J2c14SFKOibfpQZqXhhCSpXbjbhzY5Zl999KlVfM2TCnHeYE+HAzR28xptxEPrxozpo6FwGXPObKvPRd/lzoOnAAB3P3Gq1fs3C3S4RI6EGCPATYOdmp6UDnY3e2wuWgjoRkNjU7N+rNTMnQ/c+LC65rJWUuvDjRmu/P+49j4AwH1HTjde6wI721Hhuf57V9+L1/7hl9X/sY7meq+mqY6KRAovh7d8+g78y3ff2Pp9XYAGXOuUZkxxbiCRkcjdfdsyKgIiWiGDlvu6Zv9ydVFii8TMoeQma1oUxKLpNl5woydp89o0LPBeJIhQaEZb1go334WutQ39WBTnVCpo/nr8RBXC9sc3NLV27PJp64aic6a2n5NlZSeFgATj7RMNwlCWkFifdj8j5DhZRJDBG6vhq37nC/inv3eD+j+0btibwHablgajIuLg2K59uW3K4BDjgT+N9f8+qZucH/xv1+PH3ntT4/pWgNc2qh750A99TTti/Ew8cwxre90fNms63N0+GWOjUnkKs1oedrP96jmOnpjv0NWSiq2/NBcqRsUmj01lcS6IsTULOHr4BABpcybhDJN9RumAsFk/GOde/ciF24dEZnsd2/eEne2o8PTj37/2Pnz9MZ31IDbwRiRcMiWqVLtT6rYGyiKfvHDQoR/NTh3K89tLDOWYOJ5xu3z6ScRaYl7srQA5dVINDloEub5nLp7kNJo5hp4PE0XnSzNU1efUdSQnXlfYKK2w7WY3VRl7u2tUcEjXqKjvxYUiBeKD0xkV7cQ3FwXaqVf9Hzs9dUXdfGjLMHGzrGy3dgyBpbQGGBVsWrfA6XPo/u5z7n/Aw9QoShw+td64vtWgTV/77FJ+R4IV/+/EZcc+x2VUxJx227Uvq6wfLVm6XPnQIQ/XH8OhH4uxjnH2jrvRNmGlG603ZcGQREujwnam8Vo1zT6NxPAd+nxq913DblLuEgtWja3EdSakrWCCyo3npFGxUZHveUHVI9Ehrmxtpvpcf+eYO4pRwTge2o4ZLtMIrVWbkclxMzB3R4UQ4jwhxCeFEN8UQtwthPgHQogLhBBXCyHuqx/PN8q/RQhxvxDiHiHEDxvXv1cIcUf92h+IhOP7dBXW8EAdDUhhtWZUpG6OadPYckD58gcvKuh7cs43zoCg1uB+wBidz0Wqkf4rf/kNvOitV3biBOI+U2lUtEy5yr1klncZFTGDY6OLCX1mv9etr3Oji1VbllOsfZTI6WKsna2hWUtpYq0hxGKB9bV2joq2oSKLAnI4iESDlsrH+2g7xw0ZN22ZLIuCk2tTvO7Sm/DYsdXGa6xQXiCDxVpqbG8N1tFmaTDYr8dSIRJ+87K78X3vuFaJE28lzHGt1wlyJKT1jdDmxWwDFcLRNvRjluZU225zAkFl/Uhsb/rNlFAsw1oxoZgpTP/lTleV9uaCTA3cuFabLub7clk8lBYS60Bvlg9qCJi2llMgdqI+U46K6h7LHTkqlJjmlJgjMeehHTIYs7mo3GTODvFFYVaGGBUsy6nlOnN6nWNUhEI/mvel3TLHQuKdzNXjYrTw1jAqfh/AlVLKvwvgpQDuBnAxgGullC8AcG39P4QQLwbwOgAvAfAaAO8WQtBofg+ANwB4Qf33mtgHxyZbmkRiBiGlgqET+bYKzW03U1zHXGRo0bLma9ygpImR8zVx5WnC4zZRqZTPP7v5UQDdeGFDi22qcJsyUCKn1W6mmdjXdQWVUg0Uet+wM42KjTkBCakGM8HsNzyV3M9I2Q4MqdCmNV1M01YHNxHauE1n7U4Tt5sYpMqK5PzvLZ+YytE96YpBlS/tTeB2weV3PIGvPHgMf8hkzeDi80MONu40OTQncL9FEdgkhhhEJv769scBAKsMvXfesBwtdIpcf43NsHFYRkWiaLProIjN89ttTiAQtTrVGey2d8hZBuh2mXAZ1rhNjkpPuhjg1t2QmKZpD1LfCYkIc4wKl/3juz+NFWX/RsYAPdehH904KnQIINl+aeVD7WJCpSKe03qtRL4XxFEREmH2iWP679UsH2JUcCzxkDB6jBmory2WjTBXR4UQYi+AHwTwPgCQUk6klCcAvBbAB+tiHwTwo/Xz1wL4mJRyLKV8CMD9AF4uhHgOgL1SyptkNVt9yHiPF2VkuqXNVuzUWTEqSKMicXM8cwZsKs6MF0NpNRVapb75PTkDktqF2+Nym6LNCP0I3X/e4CeOCqmp8IJtzChdp2b90MrMaeXd921XjQo7NjU+ns3fMLQR59pvO8RPh7JytBbTZO7F92n/KavZjkogdpsyAdw48dh6o9slXG7DWVMST6kXFbxzt92pULJaOt0/cSOu/o+EQhBobeM2jfOGWR91qqpCDFs6DyMsKqVRkRr64YQuxvrqdphjObRlVLihH+bvxIZ+BLRBONp42dIOmDdsRwLZjYHQj1lznaY+HWM5ubpesdAPlzHNrWOcM5Dmnq5Z9Zp9G3GI149T5diIOQ1L+3GTs34ox4lRj1Pr006cvWY9OOdrTMA15bX2oR/++/PhYX57dlFshHkzKv4WgKMA/lQIcasQ4k+EEHsAPFtK+QQA1I/Pqss/F4ApiX6gvvbc+rl7PYjYXEsTRsyRoBgVLbN+aO93+Md+8OgZvOPyu9XiQIyKrmLYQuAWsJmawJiFg7k2nvkn6tTYS3X/lgOpi0xJodzeLAslkMUjHmdpb+qioR8uoyJYuvm+YUfpSameG/XWmwtIipHLiW6ZcENuTGyHjXXoNDk1XnmjGhWxkyjqa6lpOxcNU+fkKhr60ZJRkZ6etC5ft2Os3z9+Yg2/9plvLCTH3OAAACAASURBVEyWFepfnEEYSrvGrVlrk7Q+SuAc7hajwumTMYaB+kznlHUrYc5VLqMuXVTZv3nhGCehlO3mPKAcOC1DP6656zD+7Z/evDAb7VSk+oLpd+HCivlsS/VYVxokukxITHNRmq9gnF1KTJMN/Wj2ISrGzWNcqEgo9MOcB1yWKxfrb04LilExIZHJbhtZM0Gq/30sJzcteFRjybGF2to/sbHrHqBIKfH3f/0qvO7Sr7T6nM2CYolxtnwiu1Tdi3nNTINLbTNQCR5SHQ9+hgSvI5hmI2wV5r3LGAD4HgDvkVJ+N4AV1GEeHnA+Rhm43ryBEG8QQuwTQuxbH4+DlUt1PJCYpornTxx4OqYrXO5nP7QPl97wIB6tY2/JUbF7tHiOCm7SofjHWEYKAhkfnJhmjG7XrE9LCn8XjAqmjlrtO7x4Fs5kz7UPW55SEDJf11wIdJ9OYxep99W/YVeMCqpmm9P+Wx89ruLbzck85TTTUrAP6C1oQb6mwbTIUPVmptW2a1VMo8IN2+GmU7O9yaGsNSoWxIpOhHtyFQ39SDTwiM6ZGsbkGpxmv+Tm0V/+1O344E2P4OaOUhO6CJ1AhsPlmq+1PYmKMSTcz0/VqKDfoAtdKnNj5TqqU8d80IHOhCS6mRVMmP24EfrhGQu0/FD42Bs/sh/X33MUR06Hbb9FgRuqGUMj9KMw+6CfYcCdhrPpNwOhH104f7g+hBCjwnQ8OI6EVEZFOJNN8/4hVpEdmlO9d32WdkA6L1CVQumYTWgHt/9A0oSb7bCtQyY2FuhVqv8dB08CAG4/cLLV52wWNJuWeY3NNONvvxijgl6nrB8sM5BltFbXeI0Kf79dFNt13o6KAwAOSCm/Wv//SVSOi8N1OAfqxyNG+e8w3v88AI/X15/HXG9ASnmplPIiKeVFo+EoWLlUz+bQEdNMnWBSqVXu55MHrasYthBCWTli+gmEcYD6xi0O3OByPzsVXcS1hVJscQZ228WWS08aSrVnfqYb+uEbC2/+n7fgwosv0++rf8NBx1k/2mhN/Mt334gf+O3rAdjfM8VrHKJ5m6+7yuHA4kz2IXCLp1bXTqw/Q8kkTBmDM9RHQ4wKn3Py+95xDX7kD76YVtcthOtkjBmGOi4/jVGRqvHhZk3hU/lpqH6+DfxCbOhHIJUjH9vr/6JsakNrTrA/Pya+6d6Da/95w6zPhhkVgY225chpsKIi65ISgaz7que36TsZDP7mBbsBAHc/cSqp/l2jrUBwSKMiFDLKpYflmtQ8pfbdayvBrbtkO8U0KhTbhzbmgQ2cWT50aDOZNcdMyCHKaVQoJndHp9WKlePYlj4Il1FhFOfYkK5DvrUeWGTucet96GSVNamrg93QPo+7Ru3I7X/YrB/GWkWfpQRROYZEIJw8pEdhgi6dFaEfUspDAB4TQrywvvQqAHcB+CyA19fXXg/gM/XzzwJ4nRBiSQjxfFSimTfX4SGnhRDfX2f7+GnjPf7PZ66ZSsepjIqhUlil8mk/XltvOeH0eqVRsWshGRV+LzabkYIN/aiucWKaoVMnDpudZnIe4NpMC+GF6YuumFjstLqR9YMpb44BN/TDNzFddscTzj2qcoOuNSo2eLpu9ssURsWUMYBMuJkUzPKLMtmHwOfeJtZPy3uxpwhMny78fZRjVChnnadCh0+Ncefji7dBcTcXsZNJzmnIvadUzBTdHp/Y9xhe/NYrw6c2Tvw/EA49WBQ/BfXHGCWbENpA8Fk/2jH3QoyKVKe9qk8HjArudJgYVbF1Ujp9L0Zxnqo+3dwwqzLGb+hm/fD1557jfPuO2lFx3+EzwfovCmLrrq88tzkKaQNReXMjz4pCBxgVXYQqcGKXZHHEGBVaLNLv+C3YPup3cFp6YA4zkLt/adXfdgZ2xahwmRSpIYlcmBefScXu0237TWx75bb7RpMWbBZCh3yhQy0pm2OQ6xOm9oZuU//hMOcco/fxh0L6uTuvL4rtOtiCz/i/AfxPIcQIwIMA/i0qB8nHhRA/A+BRAD8GAFLKO4UQH0flzJgBeLOUklbwNwH4AIBdAK6o/4LgfpQzRkaNVI0KV7wlOT1p4PSAA1WXjJau4v9DCC0OsTAGgnJU1P+bgzXkDeQcG20HUheLAzdZUTVCjh/zvaG+ZF5qalQ062P+hg1GRWL76NCPbvvoRn/PFEbFybUpRv0edo36rEFjwt1Em79hiBFk4rLbn8DhU+v4d//o+UnlNxOh0/vkrB9UPqJVM51JYBQ2MDiROGUAdWSQbBRT54QpVn1uLJYScMlLXPv92mfvxOqkwNq0wLnO+qFOb9lNS7MeNN0uSrx6KANwSM2c679s1g/ztLmUKiMDEDY4geb4CWW74tCFRgUbBlA/xFk/EqOBCDobOY0KbdSH1z167o59F66jghznKx0J67UFtXMqK8plCcVCOVwH+ozZaJvQGdwYO6wssQtbe3jGMSro0qRgxEBNW8ixnXhWlHHI47B3YkLnDadRhEXlrnNdaVQ0WDkt9z9WnwscThaBsR5CjEnoMllSBXrnBbJ3+JDgsC1UlNJiJbN6EcalZih4sz4zZ97t9/qNA0lfHak+yrG5IGzguTsqpJS3AbiIeelVnvJvB/B25vo+AH+v3Wc3r5mbBhLUSmVIFEVzoEop2Q000J5RoRat+nMWxU9hxdsHDIxYWAKBNsels+gC7cU02w6kVErrZiLkyY9lSJgqz6bfIJTMRBaKszR/QxLjaeuVVr9hR5vG1ur0Tr/lTkZMnF6f4qX/5Sr80IuejT95/UVBmjdgODGZTWCqM+3NH70FADpxVIScr21/49g8MC4KAEM1LmKxwPrkp53hc/uBE/gX7/oyrvqPP4jvfPa5yfXfbLjZn6JZP5xTE6D67q4eDBdjPElgq+m4db8RXd2jeoylklwEcP3X7TcmYlk/CinRM6SxWEV/0yB0NpqxVIguOhHTZH5/tSZHxvykKDEa9IIOdLPf6D7t/03Me0ycPuqjj/ccZiK146IY2DGozdZGGRUW66pZ3g0js51x3P3999ooe/FbASf4GhIGNCvuhiBEtRWc9SWa9cPp+yFRQrMcx4TbSqSMRRNuOlhzvQk6x1oefql7RppFiaM6v2sXtr1ZD67e0VBtKdFjnHEmzK+lU7+GGBJNplzokMTVaRn0TQbWYqz9C7IVng+4fmv+sGupjAqiQKsTKXOT438fpysQov2qnNf1SOx3nb+ohh2KwA0MewI2vyPLqJjSQtOcsLn1euIwMLjPdnHwxJoV4hArP0+EPPmc42fGTFxBtXTGax9SrjYXeDeGNXWuVyKcXTkq6o9NXexXnY0AR48zceMDTwEAvnDvkcbnhMaAawQA28NoDp3ucO0jpWzMZUIJxHKLs/8kKjW2Vy+63qpa+PQtBwEAN9x7NO0Nc0LTYI45KmxDDwgbhOZLQaPZocya/ZJ1VARCLbpEaENmItTe3E/AbYrUaywrzljnypLdlFjlnWvm+Oki9INfN+o2C5y2A4YjIdDGvIHt37yY9WmGfvCdkFgvdH+K594Ocy6g57JUdX2XJRRjVKgxz4QkspscZcM1P7ut1sBmgMv6QU5Bbh02r7jaQLE+p1kn/o1nkFHBrWPWGLOdRV3ZTq69Hgr3AXQ7cGKaPAPatVnb9ZsYm8vV2HDTf281ghoVESZeUcog6wZwGOfOd+ZtLXP/YNvpMe0ZHS7VtBG6xM52VDBDz/ydUjUqGuIzkZMogupMjDgiV0+X7uhjamwFDp9aV885CqcJetU9OXSfE4jV4g4KgJ+kJgEPN9f8k1mJV1xyHf7zJ25vvNaFo4KfrKrHkFK3+V7Xe2zC3qjYbcoLQpmL7UYZFd16sQmp9XU3ApyuB1f+2XuXq/KWGKTfucQZhIuS4ikE7jspMU3mN37vFx7E899yObvBigsPupuiZn04emmqxgOB1LLPWdqKCEc/XKMidlqtUg9GQjNCWURCVHwuLj4U+rEwkPQQ3nAQ7D4kva/pa/51mpunzSKzQjqU3rADurqn4ahYkPSkoZM3cx5TjooApdjeBNqblphjY1KUkFKqz/SxqPo9O/RjrQ752A5zLtBeTNNlvISca4C2zTgBXZY1Edhcdq1RoeYtdQgTnvdcfQ7u+9psVHK+hU6rm7ZqSKPCtp3tcl2Jabr1ja5Hjc2xfk2yLAKHDdWy30Qd+aXb7v45aysQOkCJZZopSslntjFgXlHjOLT2M863VMFXms/deaNr7GxHRaTjrk+ajoqQwJBL7wbCGzXO0xoahK4B2VUu8OvvOYLve8e1uP6e6jSZSxtmgr4S5+XnNSqqdueMnFDoB9cuodCGq+86xNR169uUpw37T4rM/uUadjGKrfJ+B7zMVsqslrR0antX22KrQZ+a+vlu+j9b/bx5D/p+pBPDxcqaKJy5YcoY9SZOrE7wL971JTzy1EpS/eeNtqEf1OfMzWxIo8I04txTvlh8u55/m9TTEOg33921oyJBoyJ0agLw3znISAmU57KnhNq0i5TOHEL14NrUYgw4742dLBWltPolN0e4oQ0cU82E+zuZKVK7YFSENl3sOsw5KpjDBoLlQCe2aKKDezIrbSanZ57vOxoVK+PtxajgQjKC5RsHF2YfbZbXzMPmpjEkrBc7qd0qsBt92jCzY1IjxbZhWT8MU41g3qN0xgrLujK6oTuvd82oCNmUJty+UzBrefD+kX4jpcRRI51wbG5Qm+6O25FQMO1C4JxRLpNtFnFwh2wDPmzW3j9IKYPOHFvovLbr6P8FmUd3tqOCu2ZOTIxXijV4nIEXG6gEbjFhT67qbuEqrXY1AG9/rMpHvO/hY1U9rI7sH0jcSR23AE9aMirGM3sxjzl+Zsqh0Xipc0aFdAxCXgSuafAG6W2mQZi0KdLPXbZQbJFw8zF3pVFBSP09zVzUgLMJZO5B38/NIQ7wY8CNbzXTmHHj+PI7DuH2Ayfxns8/kFT/eSN0usMahPUl01FBpWKpB90TnVi8esppLwdK89x1ZpoUg5kLdZlG1pnQ/cIGZHVfU68pNO4XxVhRfZSd0+Jtaju4m/donHRZ/zMVsmwJ6aQ6DNcH0AclQDfpSUNprbkxaWXlqIUMU1PpumzRmGNjPCvZVJMuVOrEer7dbhoVIWYlB3ejbLY7NwbUnOyc5gP8vO6Gh5noQlOB1YRQDNtmedvxEGeLmldc+zvm2EhZx6xDIccx0IXjx9y0NsIHPNVxWTZmVw3ZBjNmbuDa6NIbHsT/8vZr8OhTq3X5cLs0wtQ6PvUPsRti4UlFKe1DsJjD13FsxhgSs0Ja4yS6TjphQIvCTNvRjgoOobhM93VVzjkBjG1y2t6f4FKluthUA8BwYMd9xuLz6StxCwLvUaR7NR0yodNVLl6VayMaXFzrdSKmyYT+aKdOeGJyDUFWbMd47sbLhdIamvWZBBZ/E3R/rVHRzUTmnhTF4FKrY5tA+n6DOquJ2e68V9r+fSwGAWsgVdd0ZoVuxjohlEmDF3Ct628ox7hOLxNW+7knNDHavmM8p7YVpfXqgr4omTEWEv1iReNMB6fzFSqNEHjvxwrluczAItxHaRNo1u0Hfvs6/OInvt68+RbAnStLps1MWAa1YxDGKLOzsmT7oK/8dGYzKtg+bVyTUiohY6AbR0VbjQrTaNXhm1S+eX/7UMhdZ8LtOXHb0zM/keA43Zcc0uMFMbBjoD6c6lhxNxWxQ55GGtnIOhY6Be/i4MzSqCjtPhdyzABNOzrGkHAdCTHGRkMrIbJpdDODddGe5kfqDDLherjrReyg1j2MszXumv382m9WzO3HT65V94w5KlS7d3ugS0gNqyBI5zdIDd8C0sQ03YPl2BzB2aquXmLXOOscFebPxAmShOlwzMY6MEY4hkGIQkr1ISOgqwFImw/OMcAtqG4Ghpj4JrUBd7oSMiAnjIc2qMzMLsTNa/PGlPl+ahLn2tOot9tHYwa2e//YqYPrBIo5x6bqNJbCpoLF5wgaM2kVoDCAEYVyWM6uZnn6fhQDHZsjdFiYfSrjvlfVXl2q7m9uWroAx0LSoRz++ptkBdcBYYI9WQqEuLU97eVwpkMauFlFbeA1XyOwjplAaIY9hpn7sc4Lx7CObFoU/dP4gMeOreET+w80C28BlPO1/t9Wn2+Wd0M/YgcG5j3K0nFmJpx0xRw/7smZ6TztIryGaw/lTONOBw2WWDP0gzuQMOyAuvx46l9nzCsTI5Rm17DvDeM1Qz+KUmoHynZhVMimjRiCu6mJ2aLamUkMDGm85u+jbFrFDhZ719kIGJs0pjq2g7jua6ENOWNrhRi5LA0/0GaWI8Q5iOxCo4JjN6QyGLgD1FCTuu3pvlffo7rWC4hxm3D1WVKTFcwL6vtycyZ7kOeM4cjBK2ffcxkouXu4DvqY7eE6pVLTJs8bO9pRwXpcLeOmOcGwXlfHwzqLGCQE3lHhr69LPeuKUXFqfQpAn0jaBq3fYONCXUIGSWroh574uFOBZvmQkdJN6AfDqAicJrsne+b7YtSwlBg2E66jIp46sXpdG5zdGoSpv+dqfdK2NKgZEhE6ous44JxNXD10LHZanyZGxel6zHWFUDvyaunVoyn4GxJ8BbPYhjIGWItryz5NWO1QWI83CP1jjFP+Dmkhmf9xaxC7UQ4wKrjfgH5azfTr2Jnm1LEN46EspdUP4rTu0nIis5tA4/m0sO8f69PTorRYFF00rRVi6GY8YL4vhXsAnKOiWd68BfX9ccC2sdKgzwp17+Vhz+vIoawfk1mpxrtZv0UH59zd/8gxfOPgSb68Y7/am0ZunTH6nMsSCmyKYqy4rYJVf8f+S9WcCId+MPNu4P7mLVIc6Jwt7Np0WwluU0r9wJeG2j1YiDl89X6gniPMz2QPLqvHkHg3Vx83FMit21aBPpJd1xN0S+yD1+b9OYa1Djdpljfbb1pIx6Ef76NmeJA553eJHe2o4GB2BF6QyG/gcR7IkEgXF4uWkp40Ne5zXji5Vm2aSOAmNa6xdCZi8zUT1AacEnWIZq421ZZB2Kx/yKDuwlFhxy47Xv7IyVIjZVaEjuj26ZAxYpZTjopI+1D9FaNi65vTgjkWj69MvBRqOr0c1Y6KVDFNbYSE+2jDEx1zZtafSdv8046GxlaDY0GQEyLEAjPVH0LhTJyBp8dCsz7mHNLo04l9jjaaXWgsuHGi5jX+pK753llgYx0SiuTKV/etHxOZhLr+1RuPr0y8ZbYCWuSuWX/+UEI/d0+u+CFpz4vWOpPg2IiGfliOCptR0YXWD+fwV/MdewCgr02cTWPsUEhpG9XfOcXxMzYYFb51m8SO16elJUi6XRwVHKPiX73nJvzz//ElvryzqUg9RAKq3yq2KQqdsnexCWTZnyGNiqBjI3x/1+7m58Rme4fSmXKOgVQmwzzAOapiNrHrOOfsRxNuqKa5jnEMA7cdo4wKNWaa7djFuHdDXUxwezjXOZa6DlN5ILwfaIQwMmG33D3pucWIz4yKrtAcZDEDxj3RC3ml7Ym1piFGGBWumKbeNIa/ybxwcrVyVFBO8hi1ymVUpC6e7qkMEDYIlZcvIgJHr3Me4m4otv5NVyiu1CwX1KgIlI9tiqg+2vEQbh9dfvEYFd/9G1fj/7j0K2w5ajcddx8+/dThV9RHwxtDNyws5tyjK3SKcGpNMyq6oC8GxTQDBAlTTDOkIeE6cItSizxFnWmOMZ/KIOBiZLcK5pw5TThB48aw5Uwr3fL6eeyURN/DMSAjBpIb+nH0zLhRZivhiujFQj/MS5UBls6oKEpprTMxrZ/pTEadk7bzymZUdLJpYfucf4zZItm2bRML5Ugqb1wyNSqWR/2oAb8+K5S9Yn7OooM7fAnBnAfK0t1kMOXNebeIb4rompTN36iLUAXp1N+sR8w5qeeLwLoEs7yzCQwTAxtaFjGHsTuvd9KexnPuoJaD6zi39wP+z0jV9KNL7uFQrD5F2ZxLOtGjokdZzZt2itz4OhPT6HMdvibjITaPThvOSb+dpOvTnOe7xo52VHDdnfPQxibvkACi2084cR47dzU3Wdr3XRRGRcnUPzR5c4rRoYHkZpCoyjfv7572xCjLOo0p1Tlcn3mDO11N1ZBoKFdHFmfXEIx5XFNOKUy4OipdhScp55Wz6H/9sRORlFDNMcxmmnFiqWN9zq2HFfoRGAPkpDxhOCo6Yf2Qk8G4RhvVECvKDP0oQ33aeF5Kmdye5n3HgfCk0AlgF5sW7hQjdGpurUtqHvUbGHZKYr/xZ9VJzaPNscuHftiiyk+emdTXvV9jrqA+qmLP28T2yrgjwT3pShFz1HVrx6iYlbaYZhciz9xpb0jIm0u5HM6Q0Fz3aF6Nla/Sk9aOikHfuy5RPdcmBT6+77FG/RYd3PoSgntaGmev6ufTsoxuMu0+Ydepa0ZFw8EdcTy44vQhW2jYFw17PebY0AeYfluIG2NdimmaosyuTckfaumLam6IHERSI+nQj/A8qlPep9mULiPFtOU6GffO2t1GHNNlVMQEXF3HRuygc1aUUYe+u/8123NRRIm7TTA/b0QMZk7d11VXB5oDowicllr3p4lyFu4o7udMAsbCVoBOetxsJ+Y1E64YaIxe6IppThmj3rq/mvgqbyKXssoEvU6vmLT6LgxCe7G1mQix0A9XgClmYLvlUyY+ID30Q4lpTtO83/OCK/52bFXT0o+tTPCsvctO+eqRmiMWq0vefTZDQsDg4eL5Q4szbfqIxUSfOeg33jJXuIrk9mt8H3KzfobTZRrliriwIbeJVk44psuFxN+6OBVgs3iEHBXGc5fBBzCOCss4at6PzwRi18MOLWneg35ealsK/Th3qRuzwT0ocLNoNGC2UWmvG/y6pJ/TpihU3t2Ix0ISm46KbhkV3EmecoxHxvDYCasKOdyF0GM3lPXDvDIudHrS5WHPu87Q9aOnx7jsjicAAOcsDbafo2JGm0W7TwvHK2it3TJFo0JjVsjoJpMTryR0eVoNVGuUzb5tluf1vfzrBhUf9nsN7Yg4Q6J6VPZmtDxt3Jvz71aB0+QI2XDcoVlMr8sV108ViwwdRHDlOSHfcQfj3j3449rMW94ZwzF26bQs2UMcE5xzL1R+5qxLFnNuQebRs45RwU0ccTVwe+KaBn5414NtPlav+wehVlrtzuMK6HbjDOwQ3Y4NpQlsxCfMRiKeEiq+aVShH/VrJ4xNbBcba25xCMXjcYttKqPCLR8yIKvy9SawrZhmx4wKl77+5GnjN+YMMDo1oPdHHAkq9MNx/FTlm/WhW7iCuL77u1fMPtqtIJQeN+48YJdvGtHhPmfPsbH25+Zkd1yb4JydtBHsxlFRGs/jBiHPxDO/k13ebIJYmIGvHtHQD0dM8wwJ0g632IsGqodzih9xJNhiminOQ1ivx8Q3SwkMejrrRMzhbhmERujHOUuDTjQqrHAjx/iPna66hwwhx4O5CQxll7KYgUbox65R1d9CRvyTRljS03YNt03oh7vpMnVL3JTaZnmg6tO2Q5T5AMc2iGUJ4eYhff8u1iVjk1akh2/1RFPfK+TIGfREa7arO2Zizr2FYFQ4c5z5yIHLWhJzcNM1LsSFd6BXj6mHX26IeSz96bzhtmksrNjNNBN3iNvlowwV4/m0KIMHHtU97Pu56U0XATvaUcHB7lT1Y/SHlFa5EOXUEvOZMQYn0xG1RkVtkNPE15FSoStWFp+Y6vLSrr/5Gnf/yayElDbFNuZRnJVl9P7u4DphnFZ3YxDq5y61NlW52lVoTi0fzXzTcFSkOdO6dlS4zjHTUA0xGLSQa3hM0iYiNUOCElRi4jLZUIX6dUrJZYV+dDDuuXAg+k6+PupGAIQcCa5zLK750TTAQ840V7DL3Dh2nZ40iVFhvKRD6PzznKv+D8DKehBax1gR6UDdqO+v1I4KSvG71XDHVqr6PIBG6EdsXnRDP3xMNhJznBYyGvrhbrpoI7pnqd9JmCe3aQmFfphXJkW9didoTiz1e4aDW4tpur8B2U49UWX9MNOTAnybUh8w9VPO3zPcdowKasfT63oMH19tZoJy+3QsbNllW6ZqVFB5E11o/bh91KxDyE4Z9ntNxybvfVPlXXs3xlApnEOJkJYTUK3rZalDV7rIohI6BONqY17jspWE5lE1p1hrub/PpdqUpXNfs3wXDkrrILIxJrnyMF5PCOUwnhcuoyJhDNu2QrM+LvvTCvHLjopuYE98HKOi+Z6Gim0odtgyyG2GBFceMEMn7ImvK0YFfSxnYIcMGE7sMs4AiKurNyi8EU0Ld3BZm8AIY2Ae4DYtodze/GLi7xP2xGSXj02UXBx/qImo/m5oxFbDVVo2HRUh9W3dV8Nj0hULNfscT/GsHl3RuOoezfo0+qhhlPK5t+cMZ0wCuo/6Qz+0qyK6abFYRXZsNdffuMV7EjAIXR2YVUNYrxsD2xzD9VgPOiqac2ww9MN4TuUfP7Gmy7OsH8eATHQWKUdF3abDfjciFaH03bHT4Yo2nm5Azsq440FKnUVoVti09DjFtlQaFXtGA/40fM7g1qXw6bCxIZjZqS5DDIzRoKcdG4GUr9Rnl4d9TIzQD2LwsJscclSc1vP/ebtGnVDANwLqklPlqNDrAJdlx9rklDK6abRP9B1Ni8ihR1OjootNoEZ1OmzWnylPfc5wjoUYbXRp0BcopO1I4E+3zTmF6iUbr3HlZ87v1XV7hg7LVHnjJTasNbCx1llX0lgwyRoV6lCoaRN3k/VDPy+KdhoSrkZFysFljI3qjuF4xIBR/9IN/ejGvnexox0VsbzSnOYE957CKRf64e1OZRtW1ef74W70Ozutrh9TKcJ0iRff9E9kVNZ2PMQ27k6sMVNe0Vfr/zsP/bBO0uzfNlYfl74YpXo5m5xQrHp1P5shATQn18JZXM2Tje40Kur6MCdRIQomvRTTOdFZP5pjILw4py3m7oJ6smMxTe6EnqZFmqZIeQAAIABJREFU76bF2K+2if8vynjcqnvaby7obOiH46hY6zgDgMWQYPpQo7zxXBvA7RgVB45rR0XI8cCve806uRRbYlR05ZxsUrPD64DbprPImHTb1M760ayPhHbaTBMcG6XbR2tGxe6lPrrInsRni6Kx7/nCNSqxy/AYpkujQU/p0pQSWKqdOz426mjQs7N+1II93G9A7WzO/+ftHmIy49NULxpcRuMp43twzpbmJifMdnXFEKMpeo3n7u/TBQMglDI4ZIuOBhWjQhon3KH2GfR6KEubVt9eKyG+CeRCArcSHIsqVA9W8yMQkmh+Bn/Q6f8Mte+JzOt0Dy4UpcuwWfr8mG5MyDHAH2bYY8CSHoiM4WlhZyEJsYro/pbjJzMqukHMgOR+eHfA2Ua2c38rj3M9kZXhgUeYOZucLk7/AYO6JZsTQejkhHPMxE66JrN4KIe1eDpxilwbuXG2XW8CucVfOR7C80bTgIwxVBwvs5Qcxda8f/UYSvlqp6Vrp4Y/LygWEuccC3ixXVqir7xijFD4QGroB6NRwY35ifqdmidpXcdZuowK36bFFNO0GTnhPmqKog16IuqoaNDwmfu7oR9mGEQXglBse9a/NZc1g3M8hNYlbo54/MQ6ez/3GudwZzUtnBhgatOu4lbdsR53oG9skwOAEcfk7y+EqOPb9To2GvDij7bDV2I8LbA06KHf67HrwLzhGsyAHiuxTVfaul1dIxo+jeHdpDnhOeQZ9XvWOrNrVDs2As43E+fvHi2MgR0Dzf+lrL6L6XBJCWeKOXzNK99q6EfXG+upe0jF2pbV46AvGpuuoEZFnfUjVfjRfD0sXG6PebP+nTh+AmKasbTodLoeZpTb31c6fZRjkVC7qbAwo0hoXuccRN3Yo/aYaqNP5jIqWEeOcW1alAlZV+z2tkWTQ7VHI0RyUULodrSjguuyvAEZm7xhlQvHDuvnrjim+/kE0qggb65JoY5NHvNAkyERMQjrRzoBSE3NCFTfldppyWPguR7LSWQT6NKVTFp914wKt8/FlKLd1Fd8/ZuLX4iW624aibZPsefuZGZOXLNCqgUF6M6Z1hyT5mTsN2jplaiYo9OOduYef5+mPNex00ZaAOhzzFSF3cSu6ue0EHIbZl1eqnkLCDu6ANdA0vdcGvR4x4OTWSm2aXQNQFOIrouNNWfQUjV6jKeCW5eCzjfjX2qOYytm+JN/DLD57QO/gdaoKBrv20poR3jdP2MnS1YbOafJkU2Iy6gI6bTQJken0+T7tB2eVGJtWmDXqI9BT3SinWSd1NGpporn50rri+a6XZVn3wCATrelsg92BUI5AGBp2MPUSE8aKs9d27tr+2T9cDchY2PeiofQtaSNN9KT+n8zoDnvd56lwgn9CDGm+0KglHHmHt2i3xPWHCGE71BOP3fDpWIspKK0w6W6dvykhCS6GSeA8H6A/iWRYZdFwm2UaayOGUZFiPk2ZRzu3bB+9HPX2cWvS3afjDrcG4yKGAPdqE8RT39qraOGM2152OvsUMLFjnZUcGAzMEQ8cu4mMeTB43KHR097nfSe08hGf95wxTFjHkslhsOo7Me89pNZqb7vrlGf9Si6Azt2fzf3r3laHaPzzQMc44Emm5gjR4tjBgxIxxgxy1fvCfTReqKUsjIQufJTxyN+xkj32hWjgoax2tRFhezs96UKPLkpzqryzeq4G9NYH3W1LEznTycGjHPyU5ay4bC0ykubGRBLG2cv5vp0dWnYj46BsozT8M17TIvSCv3oRKPCeK7nUf+iz4UxhIxsjoExjjCd3PUrtmlxNZko9KOr02qX6puarQvgxmTz/uYlV6PCtwnsCYFh3wlV8PRpc16aFlV60uVBH30hOolXt5yTTp+IxTJPDEfCsC+C7ekyKiiLhztP02cuDWyNCnJUpGS3edquIZYG/XqTuhhGdghmG1TOn+Y8YMLsJk3GQPP+EnrTWG1aYmPAHDN2+027WJecTWBMz0w5HvqV42Ea/b4ViNlH5Ud93tkYdFQkzClWmELHzMmU0A/bdrXnX4Bh+tWPJDKcIpxN/Xw8JZs47NigW8wc27h6b7drfek4ZqKCrDKeMlhKO8QwzqKybblYKIqvj+4ZDbKjYqvQoL0zA7WMTPbuhj3oUTSeq/SbiV5vTtiwS69rwUwEIS+zyq0eO2kxMC2kciwsD/rR0I+ZQRsXgt8UuVRve2MdrM5cYE1MAacXwY0LNAWeUjyoVF4xJDyLCX1WTF3dZVQQQ+Xc5UFnjoqGMGCi44FeSRV4KmW9UY7prjgGVYz+56b3sxgVC5ABwPLae8akyQyIb+rs34fmNd/ps7vYxgzUqTNnmmKai5Bbnepl/m+CNyD98y43p6SKGOu5J+x8U2FPtSN5pfPQD3t9Gc/SDUJ3TIYYAEDVNmNzI+5xTgqh028qBoDH4e4K6a1NS+wa9avT3C7WJafPmSf0ofA2oGp7OmBYGvCOGWrjSqPCduQAzXmUbj9yHBskphlzRgHALb/6aiVwuh3CPywH68wWu4xnAIiflkopjU1jgrCe0WRUlkL8uthYW7ZNma6x0Rd16EckS4ipUWGWH3nXJY1GetKILefqC3SzqW5+vtKkYqrDsXtD+xlqT9pYu86ZUCgEHdaY3SxFDywWWjJvuBp6cUa5XT4m7C5R9U+gYhWlpugFqt8sJm3QsP3q9ty91F8YZtqOd1S4P0zIgHRf95UrSqlOExuMCnOiZ0I/uI6iKblVOfM0cBEYFdHQj/oS76jw3x8gRoVp4EUGdiGVgbQ86AfFNAmnIkKL84ZNn7Mn14i9XAlgRRY3WxdFT0y0WISE+GZGLLDPgHQN7GO1Gvkzz1nqzFFBnzpzxg7Ae+HpO3HpSWMMiVkpbZZTxICh1JjKwAs4Kqje69PCOvnaatiLpyuU1yxfhX5oxDaN7uktfW8fo8KNU6X2EoKfg2z6Z6kcFaN+N/RF7iQqdrJBSJl3uXVsHGGduGMm5kBvMiqIMdfNmHcPCmyafLO82a2q2GHj+0Y3FbAZEp4xL4Bao8KYRz0Od1dMc11pVHTFqLB//zYG8KQolTNzeRg+fV7q9zAtJdbrjYjWqHDK14/VJlELZC4H0pOaY2pP7fQhB/2iGNkhWLZBEQ8ZlFKi39PreorQudo0NjQqmvVx05kC2iHd1cbadJTEUgyjdh72elUWj1mMUVFfG9aaFmYYcsx2rViH+jeLbhqdTXsX2b04h3hoXbLsGtbWctel6lE5x4oyus7QNdr3pDK4uXSp3YR26+eNUJdAnwOIgRG2tawx3CgftrWmhU5P2hNhRxHdj8bA7uEAk47WehdngaPCP/BSNSrcAT014/kbi6298FB5vgZ2OaJcr00LnLs0sOrYBajaRcTLr6nH1UQTE1uU1kAy0pD5vNjOZE/ll4e8poW7MTmzPsPe5ao9u4gFticy25kTS1+UIoAlnYmJyg/rk6XGaawzsbqxw40+7RhTx+ssKs84tztHRVAYMLBR1pu1tNPn6jPsxSfJmVaUXscPYLCtyFExK3DOcndj3nUkWM5Vzxj2hX6E6Jrq/vWc59OlcRdPaxPInv4bBmAhsTatNjl7dw07SllmGhPNE7eQA12LPPv7nNme2lEcdnC7LKQisnFXIRaU9aNmVBSl7GYepXqVNGbasXiioR/OPG06KrwaFXXohyn+uORZl8xxPS1KrNcaFf2e6ERM07KFinax0mbox5LnwICuDAdCfV8A2FPbNr6wWcoK8vvX3gegWueB5rwipbR+x931fRWjYhs4KtyQtRSmnxn/H8vcIyF1Ct0ERoVrawHaUdGJg1ICAyOMICbgWsrKedgXle5LKk2+rxwb1f+jfi+q4ZGmL2CUL5x1rxMtqqadFLLXzYPXqbMeVPez70/tOegbGhUxRkV96YGjZxp1DOl+mFmgRkYf2Wr4NvpAfIy5rCgf64fGsJmetOdhlNts1FK109DTp6XTJ2h93TXqL0z2pB3vqAgZeCqrRciAtE6TtaFHHccnJgPYWTAGygverKNJaSURuHOX+cV8K+BuAmNKywTaJE8iBnDjZCYS2+uLNfaddJmfPysqTYWn7R6q9281XIPQrEdKLvPoJtm6vy6vnWnSW74wTquXR7xomVufhWBUOItVLNSC+gm9ryilZpzE2rSmdZsnWb76ANVJybQodRo+ro+S8KwR+rFnRGO+g421K9gUjQWuMh4QoqkZPYvhKOHkynJUeE5vXR0VYlTs3dVNeJI7xqp6+Y1mboMwK6TqQyHnoVZNT/sNzJMozbpqfgc3FHHFCKHr4jSQ6qjDpbQRFcs009i0eNqHxvjM7XOeTU4V+lFtxM+MC3WqH2NUFKWhUdET3Yx5pw9F04QbVTS1pZaGvaDDvdr06RBMclT41iUK9SCojblTnupItlK/no/INusi5KstzHZ2BUrZ01VIw5Z0NsoeW4JOt81DjFGf79O2w1qz2ICONBVQ/a49UTvTCu1Y4DMYVOtSv9cM/Qit25SelL6jL3OP5dhw18kEZibdc3nY717zg+bRgDg6fV9qfyAW+lE9qlAFmZJJpXq8+9BpTGYJ4UnStvmKUtta3RxEurZTZEw6tlZK5h4aw4XBdvU5iCH1mG2Mea64M+YpdGXPUr8z9qSLHe+oaPZzo1OoTaOfTsbl9J2V0psL3Kby6Y3+ksexYd6jKKVhYA/rz+qOHuaGpFSvhTch5klL9Vrz/lx5IQKLg7NRNh0VoZNAoDqV2f/IcZy7VDsqOC/5nMFl/dACTLFNcspiyy+GanKT/j46Kw1K7pDy1Qc2UYXE8ZUJegI4f8+w8/bUfVSyr7vXTFr90sCvJt/cKMvgYuiG00xn+v5sH6V+MNOhH2RwdyL+aC1WCZocsBkV0fSkxnNzcfaxqOysFhKTouqjvtNt+2RSKhrp3uVhR5vqZh8NMaM4ccxpUapNVzjFcPVfVLPBndfL0jtH0OuAnk9Xxx0LlDoGqumo4O014zeQuk9Xiv58HzVPqydFFY417PkNPCGqE99ZWWJlPMOepYGKj3dhMSrKijm5POyhJwS7yZk3XEdOG7HRyUynAD5naRA0gKkPn1qry4/CjApysBPoRN+dh6jPnlcfQtDvvbSNNCrcg6146AeUM60obVaUjxmoafjSOF3lBVDNX9kN/ehiY12W0hhjuo+GxC4FKqZTKW2HKrfM0FfSmXuMTWCgTxMDI5YNzNW9MTPZdCn2So4WQItYAhxrqXocGiGUodAPgsmoiOtyVIyIyazEoZPrtkM3YEtoW1oqIfguGehA2iFPKXUoh3loU2nu8bYrtWcVCh5zptljnu45TNADK0q97u/OYppbh6ZBqJ/rGFwdB+f+7mZHMDMA6FSOfgPS3JQqQagALXpaSLX4K0dFh/Qw+mpRjQTj0nhWRDMwVAOJBl4lWjbq9+qUUvFNzjSyyTGr+K7r7wegT3O6jmFzw41ip8+mGI7wxZg5xo6iL9Imx+1z5uJZSJUVhQy+kGNjWkg8uTLBebtHGPa7oS/a7AW96SKk0N5nxiYwJZxmVpZGrDRTJ+M5hX4MB0IZNL76UL3H09JLid4KuPNiVKlbSktMM6bDA6tPm7HAKSwqvQmvHBXN25sGqalRce7yoPuUZQzrx21SzvFgOsSbjAr9nNrKpvD668QxA1kHdH0PSrm7MpmpkERXsHgroOqvNCoiBmHJi7otDXqedVgaJ1cVo2I06AUNSAGBQU9gWkicmcxwzvKgio+PnKTNihLrtZjmoCNGBfWbSiPD3lCEDiR6onIC0Jq6d3kYPDkc1Q5bWmf8oR/VI/V5gnJUuOtS3WTn7RpZ799OGhUSmtU0nSWEGAIBcczm/Utph34UZYmegJf1w9oqau3shlGhdWCM0+Rhz6vDIwTQ79WMk5gjR4Uq9KwQT9+8SG08dLKE+OP/zf2DZsDsGvU7CvGsv2895oFwCJ0liGscCvkY4ub9AR364WNFAVWf044Gp08H1rGirNalogwfOs0b9sFfiVBoDIA6fEuvM3a4EVMe1RxIfSx2yFOW1e8jhB7zgNZh4epjvpfuv7vuo92kzrZx1jkqOAOvooHzmxZWfLMwQz/szzPfPpmVeOjJFRw5PfYKG1bv0ZsnMrCfVjsqOhGCqx85sZrYScvYYEh4T66ktIyJ6az6v+8z8BwGgJXakK2Pvvjsc5cBAEdPjwF05aiwDVRAb7Bj8fwudStuABvK1Sl9WkolNkp9rtGnjeezssTjJ9bw7ectW4vdVsLe1DXDk3jRNXqsN42lnxUF8OFGqYyKaVkJSA1r51to0zhR4VLaUdGNF7v5fc3/G6UlbDHNhNhh83XqN15dGtjldW5vTzy8M0esTgqM+r2KYttBe3KxwOOAQehjCfkMMJ+Y5ijQp2meUNmcCj0Ph8bAtN5UlxIqhK4TIbi6/lqjwmRU8N9XhWs5p6U+g3lgODbWp5VzslfHuzfvD531o6gYFefUjIroJrBwQz+6WJeqR9q0xpyN2pFQqcGfNtaN0Pcl24fK71nis3jQfyPDUfFte5cNBoFdvsmosN+/HRwVpbRp8ikOYuV4qNeOfq/axPgEemmTSMLcg14PvZ6IsmNpjtb2aTd9VAhRraPSFbv0rEtUPpGBAVRtZK4zXvveCP0ope1wT9EjGCudln6nDvSh0R4mM60Z+lGBtKTK2jkTC32nPl2WTgijZ50xHcSWpkWkj5JmQ5eMCndPGWOjwgjfMjUqQozynhAY9HuYGo4cnxaSRGWbDXu9un2qMkOPI8Q9pKL6766Zb4vATNv5jooGlak5EZsGmzvwbEaFVI/KgAwYnLNS4i2fvh0AcPjU2F9HqcsvhKOirg+1XZvQj/G0xKQwN2n8wCOGybSOyxwNerVSs78+gN5EVQwMz0RgXHrW3iUA/rjYrYA7EQC6TeOhHIbmhCee33JsGOWHA9455ranMjhrg6+p5Kz/n8xKHDi+huedtxv9Hh+bPG+4YRbVo5++CNhtSrGoIQ0J+2SptEI/2O8sNSW3Cv0oMez1/PHqtAmcadG+c2oDvhMWldFmpjMQ8IcncRoVSc40w4D0LbZtNSrM+k+LEmuTGXaN+hj2O3KmOWMMcMQuI2MSqJl7CaEf9PUmswLLIYaEsc7Q5wQdG0Z5EtI8f3d1et1F6IfL8LA1Kprl3ZOrmGhzKaVhYMs6lMOvOUEGJPWxM+sz7BkNvI4Hc16dlpW45LLStEhvh80CfSd1OhwVgdMG8mRW4vRYsz9LyfTR+l+yrbSjIp1RccXP/wB6Hm0g+p9sJfV52yr0QzMqzNAAwG/baGG9EoUkR4Xf1tJjvNrkUPnYoVNRlrjxgScNUfgO5lHoLB5meNJo4NdFEajLS3sTGDJVtKaFPn0GAhvxfs/KQLfk0bExL00LqdgLe0bdaicN+sLKOEbw2X40hqc1Y8DrqKgf+waDwnRs+DbWpjaQpYERYQBUYvxSCcF3o/Wjn5sHhYCfrTuwmH51HwqsS5XjQaAoTGag3+FeOTaq39j8DaOhH1I70/bu6vLgzMbOd1QEDDzq1KWU/gwJVvmmgRcK/ZgWJS7YMwrWx7w2KyUOnVwHoBdfMyfvVsGN54+J20DqXNvjWVFRZvs9lSKKKa6MkXG9URsGHA+N+P+ixLAv/AahUZ4mwPf/m4uq79Q5A6DySlM1QuKYlPZuZp4EBhbDfl3eZGCYr+vyUt+/1KEfmlHh30RNihIHjq/ieefvQr/XfSiNYkhEGRX2RtmkC/pO6Knv/H9/8Q1cc/dhHfrh6XNqMa+dbyr0I9BGs1Kr4Z/TYaYfO07Rpl/6WE5c1g8fJbd0fjM3Fjiki1KUUokM7x55YoeN51UIXYFdwz4GvV43InCm8UKOCiNUwQ3HstrHOMH0jmHGmBvPqlAC8x52nfT6BcAyIPnfjMZWqYQ0lQM9cFr9ikuuw4+990bv6xuF6+xan5qhHGGD0KSBj3zlYYeKrEwqx4PwsKLIgBz0e7jtsRPY98hx7FkKhX5ozGodFWJUdKJFVT8S7T0mmk2XlgY9jIsSZxwmns92oj72e9fcC8B/aED/m46KvbuGSiTT/Q3o7RQmS5+4rUI/pC12mSKsNzLKF2V1Out3PMjG/Qc1A8O3iTLTmf7kH39VvdaVXhqFfpjCjF4NCdShH7XjhurszS5Fzro+lac5Isz6UQwMStHr3TRW16qwXXut7yY9Kdl+uj0sEeYmhQSAziBH9rdPc89sz+p+pcUM9PU5k9lXRNicJmZ1uPzeZdL069h2kk74ls8hbkgHqINFryMBgGiG6PnWvbIeNGTfU5sM+z7nnn5eMKz+RZhHzzpHBRvKUUq/B9U5aQRskbPQpm46046KX/ihF9Tlm3WkS7OixJs/eguAbhkV5iZaSnfx5MpLtYmj0I9hn+iIfHmTnjmJbOrcjf5kVmI4qEXIIgPv9PoMf/uZe3DhM/ao92813NCP1BRhlPbOpMmHFsPqZK+0Jib38wHbq14ajAqK9fWJnAHAkVNjrE9LPPf8XRWjou4jWwmOnho7iTIvEcWT6IK8urpebL9w71EAMHRm4pscCv3wxa7qTaAWMz23Xmy7OAk0q2hqSAD+0/ae4ahISeVoUrjJeaBSD7r2kbTHyLEzFSPtGecsJTgzS6xOC+we9THoi85OAgkUahEM/TDKl0afVn00MMbMNHO7PUKF1WdWj2QYFaUR+uEzkFD10ZVaSFOFfgT66METa/jaw8e9r28Ubh8dzyqxS6+aOaTBqIDK3DMMqJ+bInAr46oP9Xs8Q4UMyGFfqDl0VpZqU9Wsv762Ni2wMilw3u6hN4PBvOFu0mwNFX/9l4d9TGclTq9P0e8J7PE4x9zTWAIxx3yOBzP0o98ToLf7NkW0SWkwKhbAwI6hWjf0Jm2asMkxGRWzomZIePpoaTkeqnj1fl8osUnu/jRm3E1fVwK6Qgjl/DNZUb6wYgGhGBVmKEcoJHFQs0NNWwvwM7KHyrlnMP08dgSVn5U6FfyepQGk9IUGzA/0ccO+nqPGAVFi+l+l/6zt0ZGnfVR79u15N2RrVRt3wzaI2MdumO3KuFD7pa70vSwRZkvUulleQpc3HQkjj3YSZB3KUYs2m1pLPruAyk+LUrXJcCCCrCKg0l9babD6t75NXczdUSGEeFgIcYcQ4jYhxL762gVCiKuFEPfVj+cb5d8ihLhfCHGPEOKHjevfW9/nfiHEHwiTdxxAo9/W/5ubYlujwn1/04C0DLwGo0LW9a3i4FcnBZ53/i687DvOa9xPvcfYtBCe1mXWD9NolnY8ss/jpx0VRe2oiIR+DPRiOJ5VJ0s9T2yvZaCWVbw0nUSFKM5AJeC1NOirU5kuQj/c09VU4cfKgNQTTegksCrfszUtIjoqNPEpg1PFDvP3B4Cn6tSke5eHRpvy33srYDob3WsmXAdlLOOBGTdJCIV+VAYkhW5UoQdLg5DuSvVIoTQAcF495k0q5lbB8qrLhFSFtUFIiIVmSCmtxXldMSQ8NHDjeVFKHFuZQAjggj2joHMPqObd9UlRhX70ep3MoRxDYhzQVHDbH6jaKUVnxmRULKvMPXZ9bMcPhT+Fs1HRpWlR4sv3PwkAOH93d8aL+R0mtW7G8rAP4TkdtjZpZYlpWTnQ/eVtVtTKpMri4XOIV0xCoTZ2AHDo5Lo3i4d5iydrzaTz94zQFx0xKoxNmrkuxeL5lwa9Oh3rDOfW4qGAv0+bjgegOn0G/LaTW14IwZev/6U++TM/8Hzr/dshPamUUoVozkoni4Rn3TDFNIvaMeaznaS5LpWkURHWtKAxQ7pehM7ENA2GRJpGReVEv+fQaRw+VTGUfaEfegyIWk/BFtP09Wl1uk2hH16NirpP144NxaigDF9b3qZVfQaGsOL61G/f05hUrJx6o+xbl8z9FaA1GLS9z3tzTNvAZnaF13rFqKjDFLoImzXDfl1Hi8/2M5l+dJAx8jEeoFPuugxrX5izUKEfej8w6PnFN3V9S6yOZ9g96ltrYdfYKkbFK6WUL5NSXlT/fzGAa6WULwBwbf0/hBAvBvA6AC8B8BoA7xZCUFLt9wB4A4AX1H+vSfngUAyVqRfgG3j0nxDVJu2vb3+8MvCGPgOyehzV3qzV+lSGFttQ2jhzEFOqwi5CP8zOTyqzIXV4KaFixCqNCq054Zu8iQo2LUqMa4MzJKZpTgTrMzOtGz+wCafXZ1ga9qyUXluNhtil5TFmyhsG3rS0BaF8BjO9TmEHAOATiHVPBU6v1yJwkVhgADixWjkq6LQa2Hovto9REToddt8zNSmwnsXEPQkMCUJV5bVo2fHVKS7YM4pm/ZgWJd75uXsAaD2VcSeOCntxNVkdPt0YNvQjQMnt1YttWZqxujwl1E1Rdmx1gvN2DQP0RXOMVfRF6qPdiJY1jRUrK0dgjFHTh+Zd819672RWYtfQ40Cv/3XToqk5wjPvVvUo8fbL7wagWVddaidRndbr9J5+DQlpzWnTmcSw1/Nu6gCodenMeIaDx9ewZzTw0upV7HBfD4TDp9arjAOB9gSAozVD6PzdQ/T73aQnpSqS5gTZGr6TPR2a0a+yftTrhk4f6r7D3uQQfI4NvY71rcu+QwaT4fHwJT+C//CP/05dv3SNindddx++/tiJaLl5oZSV6B1AIXdhRoWEyaiQteaEP8WthL0uafHNuKbFr332Tuu1rsQfad0oSsQ3adDlj69O8fMfuw2AtnWa5atrZHuqkMSI7TQaVBoViuExDNPqKf3p2Anz3GrbSa0DPZ3Fw9JO8q0bVuiHP5RDZVExxvis1Ixrn4PYtFUL6yCP+Q6GSPK0XuuJVdVNaLctBhrV+oEe8+Z+YNj3hzD2hD6IJOdWSEyzJyrHhCm+6dcP0/jEvgP4ky89hLVpYThEO3D+OOgq9OO1AD5YP/8ggB81rn9MSjmWUj4E4H4ALxdCPAfAXinlTbKaKT5kvCcIr5ej6fjzAAAgAElEQVTf6BQmo6KZjshebH/uo7dWG3GD2mTf357IViYz7B4NFE2as4/oM8w89X/jgt0AuvdmkSDRkuf7Uhly3KzPCkzr2OqQWrpJzxzPqpg3n6YFYNPqx9MSS4N+kvgmqf/7UpxtBSwDu9QeUdq0uTApszODukXx/81QDrvPKaqXL5ypfhzUi/Pp9epkzGcQmv+eWqv0LHaN+qpNu1psq8+uOqR5OhwTfCUxzSFlmvGcxtLiShgFypsG3qwscXxlgvN3j7xjgC6ZwpKveclzANgnHFsFs4bmqUaIxWOmJx2bjAru+5ZSnYyZjIpdIz5e3fyvKCpGxQV7RkkicLNC4vjqBE+rHRtdhs8BhkZFgBJqntSpTDalIfjqrjP1I6XOPLYywcp45tWo0Lo0hrp66c9eZX6GWW+6f9eZVEijYinCxDPj+WdlFTLYF3yohbmO/fdr7sOR02PsXuoHnZmU9YPwS6/5u/45wnhOp9UX7B7Vp8Vp7bk2KTat7Wnd2DXsYzzT8fO+8C3C0qCH6azEKeXgrq6nMiq86wzdf+iU92T9MMeACXJ0xEI/Tq1P8c6r7sVPve+rwXLzhLnJoU0gfR9+HtWOGKJ1hzQnIA0GRh12OlDOumbx0jhEcjHd4nUe0M5AmhfJMeAP5ajFNJ1OEWJgALU4Zs3uBYwwT96XhqVBD5NC0/CXB32PbVaBHCX7H6lC4vaMSKhwi22n+nHQFyr0ZH1aqj7njjHlnDRO102RZx9bd2Bsck1NC58zTYlLFk7mG4/tRPP6D/z29QB02GxXwtnmoR3VX3jXDTdlsKxD3PzC6wJCjQFTfNN3CCZI5LnQ6UVjrCIAuO/IGXVNi8OfHYwKCeAqIcR+IcQb6mvPllI+AQD147Pq688F8Jjx3gP1tefWz93rUbj9RBlshhr8rJQGFYcvv+wstjFqGE1ka/XJnt4oN+tIl0hF+1f/+YutOMStRvP02a/JAaAO5dDGwWRWYNCngde8f1VeG5Dr06JiPXg3ddI4ddCMCp/4prtYLNVsDXr/VsP8yCIxxgyovNimx9UXbqRYPAYlF9CTt/sRpvOtclRMce7y0EuxNX/zk7WjYs/SIJgbe57gGBWzMhYHqZ9//t4juPPxUxioWF2u/lLpJxDOqzcVfJ/WBudkVuL46kQzKgKDfjqrcsO/8oXPxO469KaL0A/rRN/QqFj2iJC5bbZWxzXuGQ28pwhkcD5w9Az++zX31V5/X5/Tzwsp8dSZCZ6+Z8lLWXbjVg+eWMO3n7ersxS65raUNqHh9KTVIzkPr/vmYcv55TtNHvQETq3N8D2/cTWeWpkoZpvfYLYpuSE1dvqMQzV9GgBe9JxzAaQZ2BvRrlmdzJRwZ+N+xvNpUWJ9Vq0bvnh7CTtDwrQoVX55b3rS2mAkkBHJ9+k6Hr6eN/+ff/J38BMv/xsB56TeVB6pHRXn7Q7MEQxe9NYr8ROXfiWpbAz0kcu1o4LC+p557lLwQGVp2FOiys952rJ2WDf6aPW45DoqvGNeWuVpvYuFlrhRwKkaFQ/URjmFn3WBsrQ3ObOi9IbGEGiduerOw/jcnYdqjQo+DLbaBBJtvxbf7Ps1LaSs2JIcOhElRh36UR9KmYK43k2XgDWGqbxv3QZQsaCkVOsY6ag0Dy6rx+VhX+mrATAY1nDKa9tt/yPH8Ze3PQ5Ap+iNtenBE2ubqgHWcFjLyp7e7Q0ZrB5dXZTYujS09KhiwuW2A93s9779hsliA3SGii7Ck0xdl2Z4UrN8VX+9/5mWpRrDIfbqoC8shnXFKuLbh0SeTc26Qd+/jnEwD4e7xlY4Kl4hpfweAP8MwJuFED8YKMvpTsjA9eYNhHiDEGIf6WH4snIMeh6NCo8L9bzddvaOmKOCTsNXJgV2jwbaS94oL9V7zozr0+parR7onmJLE82gju31CRiZdMTJjE660gShxnX50Gm1op7Vp7GqfITKBFQTBq1bXasCm+KYvlMBujTs95RxQeWBZpua5WelxPGVqh89/Zyqz3o3RbWz7hQxKsgg9IicAdpRsWvYVwZk0dGpAKANF5OOyPY543f/j3/+dYxnJQa9kHNMnx4Tzt89RM9D6y6NxeePbngQpYRiVIRCPya1Y+mc5aFieKzPutWoMFkey0NezRwSMELzsTqthA2Xhp7QD6kpuVffdRhA1WY9b5+rbkKn2YdPreMZ5468lGXz0vGVCU6vz/Dc83apNHJbDds5Wf0TEi0zKbOn12f4dx/YB0Crz/tCP/o9ocYkACMzjVuf2oCs++jKeIbxNBBrbHwGPV76U9/bSuR5IxoB//CS6/CSX/sc+5rZZtOi1iEZ9r3OKyk15Xgyq0IMR7VujM/ZJSCskK9KG8VPkxcCKnXr08+pQrdCLK3K4OwpRsX5e4atHBUAsO+RTRIqretYMSoKHFshwdqwDszSoI/VSYEHj67ghd+2Vzkq3Ew2bnw7ALz6xc9O1rSg+benbCe3PtUF1zjUjorwPEqnh889f1ew3LwxdE+flYBus6yUWkflC/cexfHVaeV4CKwzPaEZCXZ6Un7TsnuJd9x0l+ZZh2hOi7KmwfvDtwQ0a4cw6nvEN2FrYFB2KZ2Zxq2PdjxMZiVOrdVC5Lt9QuTVo+usU8y3QJved/g0XnHJdXj/lx/2lmkLbStqR8J4Wqrf3GdbjgZOH/U4uOk/M+TOZGD49cC0s9MSlGXbRzZYWt1m/XDEMQ1Hgi98y2SQFIXEsCfQ961j9eOw16vSkxr7AR9zTwiBQa8SEncPJl34mqzf43/jLjB3R4WU8vH68QiAvwDwcgCH63AO1I9H6uIHAHyH8fbnAXi8vv485jr3eZdKKS8iPQxfjJmZnscULfOdCpBgE2GPVwSu7hS1N+30+hR7lvre0APzX1IOXx72MBrouMKtRoMmH6ELSug4yA/f9Aiuv+do7RzwhH5I1PcjR0VhlOfro09ea8fG0B9r7F5bGlSnbqThsNXgHD8AhR81y7uhHw2BJ49BSIvnsVpH4hl7lur7ueUrmKEfe5eHhkHo76Mn6k3R7lG/M0aFaRDrMWykzEpgAAAwUtwynyF1bm7CnqWBXyDWWDxvfugYgEoQlzKrNMujrrfWCAEqBkMXoR+2RoK0s3h42pPENFcnM3zlwafqcKAA44E56aKDEZ+BNOj3cHx1ioefWsVLvv1pte5Ns/7mZz7y1CqAagMy7IuO0sDp58pRMSt1lhMPg2TQ71mOh6fvIQPYvX+9zvTsJZy0jWIG58vfcS0OnVoPMuXca9/2tGXjJCjepqfWp9EyLk6sBt5j1MfUIQnF25s0+dNjrangc6YJYZ/WHVuZoC94tfTK8aAzfpxX2wghEWlah+g33rs89Do25g19OtzDeFriqTMTjAY97F0eekNpgKpNVycFJkWJ73z2OWrdiPU5APjjn77In260fiRbjE72dXl+U+TS/On3i2lUPPLUCoDKMdMVrE1aWWWL0oyKZv1LyYTSqNCP5v3V6WqPhPVM8U2uPtUaxEnVd0MBlyreflZSRrnKnvNpFVGWEBPeTZ0kpl8Vsrg6SdOQWBpWtuTx2taiedofzmTbEjRvh8JpDp6oRLY/f88Rb5m2MB3cQH3wNyt05h7ffkbpnFTOLh1my9/fZAmtT0vl+PEdLA5MnZaImGYpNYObsGdp4A21mDektMUxJxbrx7f/qcbsrN7PqCyGgXWD0lhbjGy2vFQhibOitPcbrN+nuujaZmTfdy0/AMzZUSGE2COEOJeeA/inAL4B4LMAXl8Xez2Az9TPPwvgdUKIJSHE81GJZt5ch4ecFkJ8f53t46eN9wTh3aTVqrfUsUl5uTHw6necv8dezM7fE/ag0ibn+MrECv1o3l/jjHJU9FsZhJsNs06kBj6o043G4vNvfrjapC0FRM5KYyDdf+QM7j18ps6Q4FfJNeM4Y7HJ7iWa1IZ9YWUz2GpUmWBKWwwn4EGlUA4yuKhP+QzC5VoU7XhN4b3At3gaHtZqozzFXkO9vXF/o0fQS7tHuvxWK9Zb4qQUzz8L09i5YaQNPH4x3OVQgpeGfh0VKZvim4O+qDYtrEEoVV1PrU8V1XR52O8m6wd0rHdlEMq6PiGvffX8Fz9xO2599ATGs9KfIQGUIcFxVERo4MOewG212N1Ln3eeofXjd6Y9eqxyVDznabsw6FUU4a4EX83Qk7GRPtQ/JoXFRHjmuUt8+fqx71Bgv21vdTrcYBKqOcLRXQnEDrvUtPN3j1ox/WgDvxHETn6mhcTqtMCu0cAbYlhpTmhGRTXPDb0pg8lRMTKM4Fe+8Fno9XzO2Coentbt8+tT1Z5He6hKnWhvNInhkTKFbnYfpj63a1SFfjx5ZoJn7BnVYQT+8ubp8LftXY5qSNC8qEM5wJev709XFaNCsa74OaKhUZEY+vHEiSqkqcv0e3RoU9Wj2oQsB0IYTU0LAjke+NNYilevhPiOr1CYJ7/uoR4DrpMe6Oa0uizrLB71gYKpf+apPnrCTp0N1DR8zwFDtQmsvt/apIAQMLIn8fPo0qCH8axUDsene/cDeh01ocZMoO/RK+NNPLhwWU5rkwJS+r8vfR2d0UwGQz/Mg2Cgao/ViT6I8fU5i2FgtKFPJNltTwrr64pRYe5PZnVdfA5rOuQZ1GNyhRzonv0SOeuGNQM6qh8mKfRDKEcUUP3GMVaRia7E8jnMm1HxbABfEkJ8HcDNAC6TUl4J4BIArxZC3Afg1fX/kFLeCeDjAO4CcCWAN0spyWp/E4A/QSWw+QCAK1IqENukufH/zZir6vF8J/Tjgt3h+H86DYiFfnDx9ru6dlQYVSxlHfoRoAuWUjY2aeRI8FVfoGrzK75xSJX3q7c7VLWZVntPoTIRlXJU64ZsNZQzrF9Rtwqjz4VOMqv6SqzUIqvqtNS7GPaxPivw1Jkxzl0eGAwMfrEdDXTWD1NM07dYmdhlMCq2+sCao9VbwoOexc3Fs85dDmaa2eUshiGBWO6k60e+6zmBTYt+PpmVOGepmk8qR0UXY17rwJTSDv3wK1FXv/8dB08CqE7cQqwoMjhNeGng9WO/J/DEyepk6W9csNsr4Go6r544WW1AnnXuklpst3oeNU+WdPrQQm0A3CZVjAqHIeFzVJiOEBPfft4yW57ax6Ug07rm0xUxsdSS6Xfw+Br+05/fhk/tPxAt68JNjVjVR3/mtE4BvDuQnrRyHtan67NSzXPebFSg0I/qPd/13KfhP776O4MO8V4PShOI2rLvO+1FNWbM34AM2hRn79omOzAVo2LQx3ha4NFjK3j6OUte563epOlNbHWSya8batNStyf1zZhoM6Vp/uffVYkLq02dp7x7+K83ScyXrnHbYyfw6VsPAqgYYV1BQqqwVhLi82VUAGxbiNATwjvv2puWEg89uYILn74nsNGX6AnBOiq6OTQjIUG9LlUHAH4WGJ0+E0b9nld3pVrHoA4g1qaVXoMOXWjeH6g1KooSJ1YrXaBdnuxV0hhjJtS6FBj35OjdzFBQqg/tL4j1prJmeMYw2fdnxjNMilKFAPqck/T9VicFSqltVy4Ms2IVNW2P6v7Md0DT4Q6gdQjdZsEMxzJZPyGNPojqEGZmMf14W7qUWqdlVlSOh9GgF8iAVjMDe9VB51NnqsPyPUueUBSpw3JN6MwqO9xRIaV8UEr50vrvJVLKt9fXn5JSvkpK+YL68ZjxnrdLKf+2lPKFUsorjOv7pJR/r37t52Siwoxvk0a09w/c+BAAM5Uj//7znNCPC+p41ObpcwVToOnZe5e8WT+4b7E07Glhvo5S65mOgVlZqtAPnxfb9fJXWTz4DWIVNynUAg3AEEXjDUgShHri5DoePLqisn7w85K0Bp0S5xr0oqcsG8WX738S3/Vrn2PpzlTFYY88ohTK4VGKVgYh6ZzY4pg+3ZXlYR+PPLWKD970iBJyBPyL7dKgh/G0wJnxDOcuD41NoFN/5jfZPeorg3PLGRXGSZpOMRwWbOL61ff+zfODuiiusfa0/5+99467LauqRMc68cs3h8o5QBVVBVUlQQWKYFUpglm6RTC8prFpUXmi0rYKKG0nUex++kRMLW1qW1toMUELaCuUSLCIVVBFqHhvhRu/cMLe74+1515rrz3H3HtfvluXh71+v/s795xvnX3W2WeFOcccc8xFi6ZdzZv8lhvOxaDfM2jg1dekrvp42DttGhVv/qu78Nw3vFv9W2wAzypimvrhJurqQFhf3hHjBnbPuXpkqUHAVSKBgBcgo3M6moICbOxbHZ8xQag4NWOW5aUTEqKl6Xj889RY2M8YFcXTtL/k2zNx0hSoOFCUxG2zZsaDbgD6e+44jD/44L34uXfe0dgXqK6J+4rfsDKerFpZJ0790JakOC2jQQ9b8wioMKqE9HpBD+mcnYshn9+IjB0v9vxdy35/luhvffw+MhaLRYpTlSnnQNq226Euz41RH8e3Zvi7zzyKx521aqR4FudGtIbjNcmABAHaz9+zDMCq4uGf719bwG0/+mx8/3MuBxAAUXaOpakfZSqKcS697m2h9ObGGQCGpWURmFbTqCA0eUkfCtfITbarz1fv4djGFA8c28TF+5ZNJmHMKIjbmXECxUnrlbbosM/TfgWYiduNF+3C8mjAdWPgSq2q9YlnadE02OKxTLM9OcXOpSBEztJy00o2cTlL1mRf2U6GZXpuSKrdGgEeAqPCj/ehsqzyqHK99PoCoIvu3qrBqPD+Q1gDMZihBiKzvDI/v+3J5+PWqw8W6UFnZo6WLK6iaolo+rG0Xw8e+vEKo4LbojEDo1qgQS/R6/0rKc3+8Ikt7FmxKtCFyjrSfuufPbnVHI3bU/7NO/Gdv3Zbq75d22MhpnlGWy31QxZSv4d7j2zg37z9EwCCccIEelJGBad6+cdYOflZVx4IG5nBqJDmGRUFmnUGUhVyJGXsioXHKbN1cRvRnDARvygy4ACjokLY2N/4zjv99YuqH025yX4skvpx+hgVb/iLO3B8a4aP33dMHQ9QVPGIcvCsVAWgKAM3z7BeROyYYFCJ2keH4b6VMT9so8Pn6MYU8ywvIo16/3R4o36vRIyt8Z+uJh8n4kKAj+YHEbL6eFK87/FnreGWqw+aJXRjMc1X3XwFvv6J51CWkDc4w/0XoLJH6IjpS2XqRxHdPB3tp/7446WAXH08AQyMS2wtjPpqFMQbzP7/ct8FjKBOI4K2j7Qec1oUR3xlwRAljv4/nfv5vBCJEj/W+dUyHkkxFIBU5hQDJwdJtHT/asGQIAK3KQPjrB1F6gc5Z9Jc6QNrwsBQvkPy2njQ6wRUSLWQtgyhE1G1j2MbdcA3y0OZ7D+5/QHc8+hGqYvCzu2e8+tyOvMpbisFc0yPPlfFNEuNBBYZg18DNUZFz3ICXSUVUa4P2Pvohz5/BF/9xr+ifz+VVjLxomjvy2+6lDJUNLBLdHviv5fXL1bBjRfuwkueegH+4zddAwA8xbB46uDnvfQrzzGyR6SeqYA/lu7HZftXy/9vTh77VDtpsW0TKiQYQEWelxUApK1P5pwllOelrSV7/0V7lw1H368BrfJH28jqm//qLnz9L/zvVn2bWo4i2utEOykvNSp0Jw2F6Ht47XEH18zKPXBF4DLPPUtr1Kf2ehlEGnrb6b9/4B7cf3SzUWspZVSEaDXfG0Wo81REiVlLUz9knxWGRP2eFrZq8QUfOtGQViyi0MX1hRXC2MByjdj2iO0lBmzEtu73PecyHxRqwag4fHwLh45v4v6jG3jaT78Tn3nopNm/TYv1yXwVtyywb0lkt+d8+dDpPMPJrRmWxxxAlzktwfX1ibB+mDhpAELeX1SaWR4NzECzMDYA4J982Xl42iV7wxxtGYh84Ngm/vKTh1v17dr+EQAVBBFNy432xdjWDbxUTDMgiunG5J/HG/0l+5apRoXWzrRGhd84gvE0zfxGwg/Den7+eNA3hAdloYb3bE4zA+XPawfndJYVkSu9f4y4PhaMCisalqruimErRjdj8XiNihx/8+mHAYTNnqUzxd/5wI4FftgWj+NBHycnklYSGBV1g7D6XJytM5XDFgs8yaE2zWLKbP096T14+U2XlrWr2RwaJwa8PwwJSp7nFYaQ/BbMaUlLQonY1MLw9ItpantKhVGRVcuTcgPY94/vE8vnl8MwXcecBl41qEb9XrmnaP3T5/sKxltI/XiswbRgsM2KdDUAWBrqavIh9aPqdbE1H64f+r/gurMjBkb1+qWBXWNUeKDCqkwjbTzolZ/Xhul36JiPvqW5r6wdizQt2O8l5/ab//puADDFNIXx4FPo5gWjgufnyxyVOSflgk1NCwA/8bVXYXnUr4g/MsFd5wKwJ8Y5YyTE7cf/6COlk7BdTT5ucRTmxLm7lrhBW86hsIYraa1GiuFrX3A19q8lqR+kfzpdmoCclFEh77FMJ5lHz3nc/m1PqenS8shJEz0w74hzZppDdZ9Yn8xtJwR+n7jzwQBUOAK4yxpIK1758bU7l37qjz+OD37uSKu+TU3ugZzTnlbvjEo/AFC9F/tWx7SEcYFTlLosJ8tKQrq9HlLodOCBMRJSJmHMXmRN2LkMhD2VVgZ5is8/suH3lBKoIECL7Ikpo4IVH5DypAJUrJDUEvmMuEx5PM9YafeY7Sq21qDXnEJ34+vfgS97/TvxRx+6D/cd3cRv3fY5s3+bFvs/Ur510HcU4JY0WEnlOL41w4ow/YxzZlBUAVyfzLBkCbvnHqwdRnvEA8c2bdYVQuqHBJPK3+Q0lSLv0v7RARWlhkQSWWL59jIPVhYG+Ksfuql8fTdjVBSPsRCfc45Gt7VNKAYqzhSVqUT58yAO0yX1o1+WM633z4qVF4MbW7M5LwOHOg3/yMaUC0jlVYNchHzaVv34ww/egwt/5I/xurd9rPUClF7rSnRG/jbsOfz3D9yLb3vz+wDEtbcJmNbv4e6HTuLPi3KOrKRVOAzDPXrieTvpYRunfkhbW4zKk9YOZ99kDotBzvQCTncL0eegerw1nYc80RapFsvj8B2aBGLjxvLP64wK22lJ9xnp/1iIaWqGeZZXI3vHN6dYKFLQLCcNqM4jk5LrXCUlDkDE4qn3B4IBGP9eWv9UUGGvABXCqHjM05P8o6/sk5fg0wLNZa4CMwDwnlfdRDU8pMn9ufHCXXjjC5/IafUKmAmgFJdkIlvxGogp520YKg8eF7HCdvf+aFTxQwOUs7zO3FssRH2ZY+2Kc+Yt7/0cZsIcM1I/JFUEiFhRZqTL4SVPuxAffd0tJXBn6dI4hPUyTIEKYx89HSV25TvJ2SqpbQyY0c6N5VGcjqWfSy6hPHRP5dCBnFJMU/luft/l825jOsfZOxawb3XhzAIVCE7dPMswmed2yiD8/XDRPdqzPGoUiB30Apv0wj3L6NO0XD+nhQHwHU+7EH//r5+D5z7+wBkp8yzinsKQqaZ+6G/ouWogoNRdMe6ngGcnNmclSwvgTL8YeHjXDz6zUadF9t2rz1nDh3/8q8rSj5Z9L2yH7QyuBd0Y//lHy9QPvVpULfWj0A4KjAr9+vL9SqBCUj/IuRT7O81VP/IKM1DmaheNClk92+Fg53mw5aWK4aionGMFbQa9HqaZZ1SsGKLQcs4Meg4f/vwRvP32BzxAX/qsqf9QZ10dWZ+arCLnIvt+LEBFex/02BcgnN2mfekDFYQymyKcVF09OjzP272Eb7reV0kNFRj06y8niLQc1iySFrc49eN0MQCsluV5BeEMucDcgJGqKdLyPOcbR143RrZmWVHfXhuPN/5iI/XI+sR0GuPrS1SyLaPi3//pJwEAv/q/78aDx+qiblqTYagl+QRB7bvK548ix7A6/rwcb9ya1NVlw961NMR3fflFFByTN8QG557lkCpSO6wyMVD99eV+nrHypMXHeUFcr5R+bHNG07G01+Tg7BOnItZgiJtFsR1Fa6AEc+jhUG1yb0UQ9XQ2neoc1fbOcjx0YoJ9q2OjHGhYY6MEqNCdxnoepPQHmiNRouHhiAGZ3mPJuR20iFydjhYzHmZFFAQIubrs+8bGxb7VMaXVp2KagcFjR6tTRsXFBduP7dPjBIDuwvR7sEj9OL7Vzoi5O6LhMtZPuif2nKGLAj+/qufGlBqEyKUUor+HcsabNHllk6BimnmOXi+kfgidmum0xO10gMHluVF8T2HjWMAMUM23HxROozbGWEsobrTqBxln05zuKVbsoIFRsVEA24vDPjbOaOpHXnHSTm7NsFw4IVQbKHG6f+x5jzd+syK/vbiHZ+9YKBxxRkuv7tP7VsfYszKusBebvo/2/1Nt4tSJLTmZCbuXOLFFlZB4qKsLA+qkZVlV5Plv73oYPQcKvgVxSb9mrjiwigv3LnOdluJR1tiupRF2LA1LcMoCfMX521agoniU+XBkoyqmqTm9QF2jQoCKphRG0ahYK1M/oPZPNfGksX0oDlzKe6UEb5sme9J2mK6xGOikqEq4ULA/9UCqX5PDQkPixKakfjSkeyW2U3luKL+BByrCxvjLL76Bsoqkv7TlhDHdJsjz8Il2ftKpti99oKI2UfzzlNr2hHN2FP3T91ef/7tvvAaf+MlbQiSQGMwpxTksDH3ji9tCISwpOUyPecurVCwvtsg3+zz3iyZeR1nGDR5xAuOc5M3pnOcaF/3jzenR9SkVLUtp9SJC2Vajopr/2c7Ilk/UkEXJGRsmFhUv8VT9u7Qmmrw4db6knmuMXMX0xX2ro6i/ftiKgSr3syxPeoacwGHfb7yPrldLhFn51dIkWuojNfXP8AZS3QthwEaeVxkVMR2xjZimOJBe4PT0rnmV9ZOH+TnPMhw+voV9K2OqAyMGM1BlAVCnsQA20mtRg7CYdQIoSVUU6d9UmUYYGGdMTLN4jPNK43HVscPiXIoAh4Vhr1FnRiJX5fs6rPk3ffv1WBjaTlG6BwWgovl+CotkMsvK1BervZ9fjEIAACAASURBVP32+8v/a/t0lue1XO+NgvbOzhm4qhbSt954no90qXPa79NyLxo1KnISzafpZNWqH5Iq1opRkRiL26G5EoI2BVBRCKtycLI+h6Q/wJl4aeNOoH+sARsNczplbMiYLEbF5qQAKkY9bEznp526zFqWRymU8xyHjm3iwNpCKe6YNplzsp+97gVX4emX7zNZRbHZ8aQLdgEAd1rg77/8BjJXB71eqzn38MmQnrQdW26e52VVk43JHJ988BhGfWcKrztUHcTVhYH9fVF1Aj/wuSNR2mw6Hv8ottCelVDpB1DWcNK/C4tqo7A9tzNtMQUGjiYaFTUAvfjJ5Ry4/V6vwVZWiyLjl/v5lvf61ApJbWVATnw/qmKa9Wv71O4q0w/wgcAzVUrTITC2N2dzf64arCgBEqbzDCcn85D6QWwnh6qdtTmdG/peBRBS/P2GC3bhuY8/wFlFuYCZkvKYBCJb3NN43Z+O9o8OqEgPZ2kXFIrU9QPLP5fD0huQnO4oTxdTijM9bP1jfDjL2IYtUxW2u6XiNsc3p1gdD+lm750WV0HwRHnWygU+GQEVK4VGAjfwqiyYN3zLtTT/H8nhXDIqClG1phYL1LWmNBXj0ETgpFZ3KpQnRkBdKdq3WjpNw8Yh80Y27jJ3mBwOoxqjQo9clQyPYjwryUa2nTmUbVp6fwTl3yOVeNRUi7wCdMl34I61FS3Vx9SP5k2cHmNRcqWNT4G+eKpNAypiXZpZluPw8S3sXRlTHZgYyBED9huedI4NTkYO4vOuOQt/+v1faVT98I+S27rSkPpRingVc3JplNAXH/PypAKmedaP0MuXifq5PF2O1paLKN6s0k8Z/R/J2vevM4MwjoYvROAG2UYVoMJ/QNco3/EW++jdD53ENef6gIHKqEBInZF2cjKj+fbC3BsVa+sbn3QuLtm3UjD3dCdHHCIgsHLSCHbaP22MRSUAfeq0BDBK+Q5FS4G27UhXkDHKvRDhVjv/v87KaWLupbeIM0h04EGOQTantX1axBFZ25h6LYKl0QDzLD9j6R8xo+LE1gzHNmfYtzou8u3ZuRT25MD6sQB6h08d9voUt1x9sKF/XtEPkzEM+q6VwxyXFd4O21XAw0HP4WP3H8PnH9nA5jQzhdedqwLBTzp/lynImpYz/eFbriz71wKLxaOsAdmvxWlMb6ncYwFYZb8WW3lqLHo5px+L1I+gUZH0L8U0g611wwW7ArBBvu8gsV2lOlAKHqapHw+fmOD45swUms/zujgpgMaqH3FKrfTbDksrMBgcprMMm9O5DzIQwDfLQyqHAEUrY85yEv8h3hY3p5kR5KkyKnaWIs9WWm6UZiuMil77oMT/YVR8gY0BA7HT8mvfeWNppLP+bfMmQ2QsOcyLpzUDoEQ4fQfnYhS73eGw3S0HovuR4/imiL0QOp8s1Gizz3M7EtVzrhRyvPXqg/jJF1zFowLi6Bc38ZXPvRzXnLuT5/8XCKG0OPVjq8XhGR9ax7VUDqWJMrNmkOcF0FITcJXNWGFIOFcXKGX56gF8E7S+6E/zJv1jbHBKfrK/fvoFiv4JDb9kVDzGKLYYG+I0pXREFh2OWVSx5oGe+hEM8Lix/HNv4IXncWScGYTx71sK7DUY2NvRNKM8R5QnOs9x+MRWmXpAgZzi/1uzDE88fyf+4zdda6qxx3ogX//Ec3DlwTUaFZB0KQEoYmBJ6y9PZU3JYVtWT3qM99F4jU3nOf7XJw4BiHJ1yZqUv8tx01RiWP4uhpvoITGwMTbwFiInh+2jQgmWJgZWV82PNkDF4RNbOLuoWqJVu8rzuraUpKyxMtg+0uXv0b5KakP984U2LmCz6Jxw2rjuJFv6AtWqH6euUbGdjvXhQqSzKfWjZOWQEsOMFVWznRrOsTSVg4s8+0eN+cYAVmkbUx/1vGSfD1Dd8aBeDel0t9hJuPeIL8l7YG3B1jlxgWGz2ACIo8g/l3t17q6lsj9jYDgA3/usSwEAjztrDYCUWbbX/E+//eO4NapMsx12gayZ2CbbmnH2bQ4/fvnLf/ima8roNqDPUYfqHH3ZMy5uzUYNAQn/d5bOlIKTQUzT1lEBPLtsuxg/chWx1Y9uTP05S4Xa/WNsu77gurOpPyNP0zSFhaGI61fHI7dL7svPvuMO3PaZR0IQj/zGKRAC8HNMWhxEFIBgO8A0AawlsLw5zYo5Rxgnxbk07Pdw/1GfHrl3ZUyDVLIm1xMGOgN8xb+SObZ7WQB3zirqRWusZBuX6TjN92i7hZ7T9o8AqGBAQjB4brggQlyT/iW9MDkLmw5Poc/U+pONT5yWhUEojeTVys8Mo0Jo4JOZr1cvImSWwFN87/xrBm08ev6KZ1+GnUujBto4SvqwVGCx8v/jfVKAimG/16rca8z0aGNgA2HjO6qW1UORk1ZdbrIh8I1GNwjrm33VIEwf6WE7DIdmr+eM/H//KGrAa4lGBaP/ne4Wo/AAsHeF0xGz3FewkLYca1QQR1yNlpI5nefBAAeCAUkPH6QldIvoaoc8y1NtWk62pyD3MOw7HFmf4tH1CfavLpiHpxgrW7PMl7/qOaM0o39NrlXef2JASiRN1kiablQHfP1zmZPLNUGox3YflVs2HvbxyMkJfvFdn66Mi50zAZCRNQy1vzyVqH9MvdTmdAmcVBgVYc6xfXdHUu0KEKafPkfT30X2iibAd57leOTkBGfv9EAFS/2IwcZzdy2W1Xusc0AM/gBUkDUMb8wJi05o3VRwFzlNO8hyzYjPK4EIAVDonI5aOl4pXWi1JudG9snri3SA5zz+gB+PEa0GgpO2mDD42LnRllFR9q8xKphBXthmyndjKXfSNorqDled7Rk8H73vKO17OlvsJNxXAhVjWl7VO+Lh9xHg0frN4vuzt5zT3NZyDrjhwt248/W34hmX7/P9e7bmBwD80nvuqjzfnvSkOpAwmWUFIM7GH/YDCbhRofC8Gk0eFaVPKfCQy+v+u8UppAAvTyrjT8djgTnxOb1dfkAAEgrb6eQEq+MBpflL/9gW3b+20JgmnGpR7Vkeq7oiKRNSmglU5DrbddAAph2JbPNfLubqiZb6SVbL8lAtymtUzH2FMuNcEgbGPY+uA/DgZMoEKvsX/sDJrTAf4tSPegGIvGAh+Xu4azmsed+/bnv4/mI7FUB6izl6z6PreNlv/j0+98h6+drp0FX80gcqyMKLUz98ia0GlD89bMuFDbV/TaNCxkMWtqBfsSHZ77lWpWG2uwkbAgjikFK+kqZ+oLpgxHHjh2G4obuXbYNQ6IuS8yxUJisaHl9fnJxxC+Any3I8dGILL7jubADtGRUCUGgVG6RWd8qQYCVuy42jmBNrCwO845XPCBRYgtqnESZKdywexeCMnXb5/Nr4AZy3e6m4nn9dDM7HnFFRjE8Oz8MNStTynpg2LgchT2fya/Ydr3xGpdoPn6NV8C2uGKAtYZ//H8YzilhUpzuVRtNdyQtGyMKwj7/7zCPIc+Cqs9caaOz+G2/N5gFoIdFYYV3J3JVDkQvEeqBIHPfYaQS4OnkAQqqCUI89o8J/XkqTD0BF0j/5u8wl5gTK9b/mCZ7KHQu5OmWOxgwPaYFRUd9H5fo7FzWgwlFjJB2npGM1GS9vv/1+zLMcZ+/06Qfa75Xn1QDDN19/XqGubqckPlKAOAfWGsQi86p2kpS47TGWkPcaa43phAjgnlb9YHM6bqnGx6Giogprf/7RB3DRq9+Ouw5zpoB82ldcuhef+MlbcOOFuwGIGKG+5oEA5D/pgp0AYt2Y5PpdgQdJ/WBBIWI76YCyLf64WYhpnrtrEQfXFvDWD91H+57OJufGsOdw5yH/W0mJWFV/K0+Ye6Vosw5MCRAiTVhCXOMh7Dmxc3oq59L2MSqqumGTeWYwQvKKmKY4a3ILNH2vmLEhwGzTnCs1h5IKaIzJJnNd7umg1IMygIrIltwu5y+kWvjxximeAK+sE9uuByKgou7/VK8PeC2kxVFfZZqVwEliGzOheXmPBk42lSSOg4hy2RPbUK1CNB5GfYfZPMPWLCt1BtU04QJ4GPYC4H9gbYGCk6K1VNH0m2WQW6ymxLkwZ3YvVXVUVB83AutS8M0KnP38O+/En370AbwpAilPhzjxlz5QkafP/QtxZMaX5NIP28CoqC4NGukqtjJBui/eu1x5f/qTlxvBoLqBAVw9/HS3PA8bzece9kjZ6njAD0NxQqK/5Xlu08aj27kzOhzyXI9E9VwAAaQ/jTok1w+MCm5gSzu6McV0nuPivSsA2jEqpvPMzifM9dSPXct6bWk5nOVQu+78Xbh0/wo/PIungQ7un3NBqKoTNUoMZi26DfgIJgA8uj4pPufMMCoC2OjHLaj0/jXv5DAWT+zkxGAOc9Kcc7h0/0oJ0ACGmCZQOT3FUdbyMuU7VBkVoX9bA282z/Cv/vB2fPbhk41943mppn4Uh//isI/b7/XRxWvP4+lVMkcBny8pAGsTvVD2Q8lxZTTwTA7zYh8SoVTuBPoX5OCXwzaks5whRkWy5iWVhc25kPpRBRtrTmDxeM7OJfz+y56Kn/q6J5R/04T4ytQPUtZNc6qB8DvFzdJOSvcyYb817bvf+9sfBBBAaFaeNL6fMe3aig4LLfWcgq1hl9ANz/euBAZGG+aeNAYoS/7/KAEqmqp+TOdZKRgsLdYC0NqffOQBAF4YkLUgRlmdF8wJlHbDhbtx1o4FvPrWxxX9oY6fAg8NqR/pLeV7hH59wDu21rkkGhXOOXzLjefhfXc/0lo4ezubzLl+z/kU2/EAF+xe8sw0GoQJz68uGCEmgB71X6hoWmjj0atd9XuucQ9NS8hvBzNQgIQYbNmaZnbqhwv7qQDiFvAQMyoEmKXpWMX9PDmpag41lXaXe1FWqGgh8hxrSW0X0F4COMXnHzq+id3Lo8j/0YGZ2HY9sDaOyorrtmLsx5RBBoXlJG8fJhuplB/l+259lvoKW3yOnlTYExaj4q7DJ/CRe5uZVmL7DQeS+jEvUl10fykNRALAwR0L3F9CkfoR7U//7hufYMxRf3+OFxVXJCDKRI+L4ZfXK6UHEp0arcm147Y+3f599EseqGD0x1RMs4limy4LL3Rm51n+1j97Mn7vZU+tXF+LngPViKq0fsNhe7pajry8P69528cAoFSlZRTYNC1Eqk5QJyd6Ph5UUWktMuNcWDC7KowKZfyF0/Xip14AIBygo0GzOKnoHVy4d8nnK7cAKuLcty1iYHvEtbrcxFHQDFrnQn/ZOJoiUdJS2niTRkUtskecKHEWhULXhr54OlrqdN156AT2LI+wMh7QaOA8y2trHrBp8poBzMAxORykxRR+FhnTUj8YEKK1D37+CH7rfZ/Dq37/Hxr7xgeyhnjLGhYAd2U88BoVBDjxa9J/X8+oiAxglu7lgJ/8uqvxKy+5AZcdWAXQkM7kQuWIVLuh7oj7RzFUYqDIX/+x3kcLMDCZc5I+xYABrlGRfN8sOGk3XLi7ZBPJe5jBXGVUBDFHJlS4k6R+MCck3Y9lr26jDQQAN164i1a7iuccUM3Pp8BDdNIIUMHr1fs1IPT4xUrVD+36PPUD4OlMslYGSeoHs7EfUoTKDjWUzZa97t13HKZ92D7HnEB5bd/qGH/76mfj6qJSWiPwkFyfrXl5dxoUov2JbSbvaaLVyz2Sc+1MlCmVOSdOwePP8iw2WuK20Ov64VuuxPc885KSAWCWHlQ+l7FRU7BOWhuR5xTU3Jb8/7zqRAF+L7Eq08RrUt5nsZxc9PfYqQZ05p4DsK/od1EBvDOwTiapBCsCo8JVXtfaxmRegrHbxqgoUy2CUOKelZGxxgRgCefGvpUxBTZkFcdO+O5lrvVTjocyKurfIQXfpPUb0mY1trMGXkh71s+8G8/7T39N/162PKRqT4vUD1+xyxZSl++8Mh4Utqvuzwgb9USR+vGOVz4DX//Ec00A1yEEWSX1w2IV9XquoksIhDlqAZQ7NaDi/zAqujdGgU3RX6omn1f/Hjct2hiiFA5Pu2RvFJXRJ1Uqphkv8KbD9nS1LA/pEtIWCzEcRpOPT8Mdi0P8yK1XFjlp9f55sbAlZ1haudkrm1l8+OwoUW+dLiuH+Wu+9irc+fpbK1TGpg1fIlX7VxewMhqoVTzSFlPKtNQS2ZhSzQmmFF1kioR0oEi/AOBzWl4tgQrav+pEpUAIMzifeP4uXLx3GT/4VVdU+j/WTqB82mIEVAjrgQus1vMgAd3AS+9j3HhlmmokKkRaeGRsOdKxKX+DFmt+fTLDzT/7Htx29yPFmMzuAKpzVK36UQgDyj0Vtg8DTuLvuzXNqkALcRp7zmF5PMCzH3egfJ0BxMJCEuMiTlPQ+stzqVwQqn7oa+B0txQMlEbFNItZJ6Jmcm95lRNU+sXNOa3MXBXcA4K+hfYby/jScwAAhgNeNrvGqCiMpCZtoHN2LuIbnnQOLtizjBHZp1OmXFk+lALWVZp8oL0zR9z/7a3/8ivwuy99Svk6qypCnToK+IqYZhUYpmugaAJKvOrmK3Dbjz4bC8NeY+qHrOO3ffg+fPjzOqsiZo7FzQJ+4vHG/bXxBw2J5PrCOGH90+vT/lDH799jpypsFKkfQLhXmw1z9A1/cQfe9clDZp+uTWwnOUsvLsQ9TTFNAN/zzEvww7dcWb7OorfCSPjdlz4Fv/ziG0J/mj+vazO1EXkW5qq0bUn9KNZYPxqT16hoYlQU4y5sKOqkFd93Wmwg5+wMdgSgpc36+/lPn3wB3vziG8oU4SY26pddtAcA8FWP96l68ntbWj8b03lp63YFKt5318M68Fb6G1UgoVxjJAAQn2ODfs9I/fCPMbAkLBVNNyYr+1evIwxNaw2kralKYmz3fNeXX4Tzdi/i+LZoVARxzK3ZHOuTORYGfVNDD1H5UElJZPpe4v8IqFL6P+Y5EwEVS9X+DED/2W+5Ds+/9uxSQLcN60e73xogFLc/+tC9lVLkbdqgucv/v1vdwPMvLI6qK4NtZBa9UKs/Xz5jhzlRvRWjK74cjd5G7TVv/SiuOLiKf/Jl55v9urQ8z0sRNMDnsD7j8n34KXI4pNHkn/nma33em9PpgoKI/vn3P70S6bUiM7ES+K6IBk6F/lzB6oh+iNGgBVBRRK/2rY6xNO63irJUgIqZXlEhpvxK45RZVKIsZVoAOzyL+/W1156N37ntc/iOp11YXF93ctLDZxQ5yX486fgLJ2o8wP/6wWeWr7fJszwdrQQbizVz+PgWnnqxNwS0Nenfk1OlaLrmlc/2pQ2VMUFnVAx6PQqm7Yqi4DK2fq/XyKj46H3H8MkHj+M//NknAdQBMK3Fuep61Q9vgMk93R2VtGJ7kMzfrVmWaFTU+6ZATnkNkj4kLCRxHspSmgZ9EfARrgeObZbr/HSxfv70I/fjrodO4l8881L17/JxKYtH1lqdIeEfl5PUDx4FQaVf3JgTAlTBOhmbVtZNMzilDXtc6yf93DL1oyG6enxzWlYYGRLmm19j4bmAUU3AwwuuOxv/8x/uL+cajyb7NXD2zsVS1BPwBmSb/P/QX59zArQsJlFSJsQn7VABnn/lZXuxf3UBe5bHeOSkDaDH94kZjun9lGbp9gCK5kQjQyIdmx6NZQwJdu6ZqR9GdHU6zzCdh1RAcYqazvqff+edAIDP/NuvMft1aoXtJPO9BNzZOQYCzDBwqXh8cnE+SjO1mZit27CHCqvrB55zOX72HXe0qhbQ1ARISPchC0yL/yYlw7mGhP++ImQq6a1cwDUwPER81u7vnz/+7DXc/dNfXf52TbbTZJ5hnuXYsTjE/Uc3MZm3j1Lf8+g6vvVN78ULrjsbb3zhE6vjKR5jW2jvyogGqeQdJTOl3EOh9pdnw8hgX4oqrHFB3OrvWzIqKJjp8NrnX1Vh/A37QcdOa2L3vOdVN+H8PUtYn8zKalxfSBNwbNR3eMfH/fVC1Q+lvwDoToAKKQvdLFwORGmzDKgogI3jkb5g3F/ziZ1zuOzAKn7+n4T5Ekq783Uv4M9bvvvJOLE1xcve8oHGlK/v+50PAei2j/4jACp0g1AOqSYxHHnGKgDUAoG53t9CdIEg3BU77m3ENH/9bz4DANsKVHhGRZga3/UVF5apHFbOlbRGDQn4jWbX8qjirFk6IfFGJr+Ziwye+PBO+0sb9ZvFNCV6tW9ljKXRAOstysD9l7/9LAAPNrHcakFc48YM1CyTkmL+9fGwV+1PnIr9q2O861U3la83HSYCgJRpR6QckTxlka7tdgIfOLqJ9939MC7Zt4Jzdy3W6GVyX2JWlCjXa/n5gL9n40F9Tmh5geUaVqx4syRu1D1mwaiMhEwXKuz3mu9nOo80pkjcDh3fxHf/xvvL56zqh0PMqLDTqyQ9aTbPcGJrFpgADZGutFlq6T0HvPQrL8bffOohfMVle8vry+en4wGAFz3lAvztXQ/j0v1eY6Y0CLdZTPNlb/kAAB+Z0VKKZF9PGRVUN6Z4XCmNOv+cR024k2Yx/ZhjzfpLe0JB8wf8PsEM7HSuy9q1Il15nvs5NA66IhPl90r39YoIs5pi6J2cN77wiRWD3SqbrYJprl3+f3x9QLclfGqJP+tFqJrZHtKkRr0Ik7ZJYTw5qQqvaS1Lzk1pPRadp2KX4XqV/g3AA9e0qL5DnCr2nRnzjYF1AtzIXlcyKrax5GvbJrbBkUKDpHSUqdOizzm2BtIgUuhvMDCUVdBURQXwzvVXXrYXVxz0e+926CqEiHsdHLMA8ZJRkTjYOmPaYatwcEtGiyPnEgiQw1hFxaP3S8Mbm6LVmxMRjvc2gpZSzJr4EB+971jtbymtH0BFo4IxQpwD3vjC6/Ck83cVz13FRq1dP2JsjPrBfmVC8Ok9XWoo4+0c8JIiICdt0OthNucMCbF7dhZs0ZXxYFuqfsi5URGf7Tuq6yKMB7FNDgpQQQIMcu79t5c9Fe/65KHSXrcCu84FQEMe5R4z8C1tIZBqpSfNsGNxiK+4bG+ZZng6sgC+5IEKJg4jtPe1RRttslB7XcVWEMJqk/fXnXD/KGkQJytAhR6NPZ2tFHWLgIqDa0GErElYDwibK8+bZIetf9Q2M9ko//xjD5Ybfuy4xxujLNS0SbnXFNiI290Pn8TOpSF2LA2xOOxjo4XA1h9+8F4AnlrMUj/g6mKaloBRz7nycFpINDwYiyc1SHjkyj9PRd3KnLSWYJ1stBbF9lTaj/zBP+Bdn/Sb3pMv2o3f/edPVccTO4jPu+YsAFz5Oct14EFzxK3v02PpRnnVECnnqOOR0nQ++PE3r/nUoNaYInH7u7sfrTxXcwiL+yNGe2BUGN8XwH1HNjHPcpxfRAKbotVpY1GBrLifTzh3B/7+x55b68+qOd105T7c+fpbg1DhadZReeGb3os3vfj6MuUkHj9QnaOveNal1KmT56JhUQJvDJwsHjUnRE1nKsG3+ncYEB0Sfy3gI6+9uUIV7isMDGnpOAVMsJhsG9M5sjycOSNC4U0jSyGfXHeKWHTYOV6elDq9JNKlNQpAF+eeABXinDaxhCQSKAA90/CIWywCzfKwBQxMG2NFxU5CpT8DZgg41mNzmgAb4uikc85ivllgmtxPqQIlDBcLqGgq9XqqLbWdzt0VMSo60N5Zmi0D0+hvDH3NSH/LdprMMoyXeyWLYXvENP1+lp7dTEelwB1qdjtPr/L35xXPuQx7VsZ43jU+lSOAjdXeFNxrSJut207FuUTWsQgSipPZBfQRoIkJ3wNVp3pPpDnB1mTPObzgunMqf9MAXHkaA0tBGFrpn1X7SHvcwVW8547DNHCsgWl+X+T3SYAKsXFWFgZYn8wxz3KVORi+E5/zfkweEI9t/0dOTijALYwH+cwDO4RRoa9hWZNXn7Oj1AUCLNFmfz9/8UXX4z13HMbB4voWgK59P+e8mHmT4KtkA7TRtGhbRTFtX/oaFUQcRn6soIjq/07zLMnm1BYhLJ1G6NcXoCKeFP3e6aPV//lHH8Bf3/lQ7XVtI9sbCQwx4CHeiMvcZ9ctx8zSSHDFRvn//NMn1fqrgkfK7zXs95Dn9j399KETuGSfjwgsjfqdhGEu2rtMDfKe8+WLAC+Y9Rc/8HSa5ydRAQEqUkYFc6zTb9yUR1gCFolT1xRdlSZTZLudwFgx+tNKeT0ZT1y5RyK3NKKfh3z183YHWrczgAQWfaZVQrRrEIOTpUK0WfOpOn0To+JDnw9AhXN66ocYtGK871xqk17lyvrZ5+9eLsbfLVptlcQ1o9XJZ8S09HjvOl06KlcUYqAf+vwR/OT//Hjt71p50ld+1RWNQMvqwhB/+C+eVjIAmGizCaAruigxo+I7nnYh/vM/rTIM0qhJbKCujAcl+wqwo6unUvVDSsQJi4+l6KX7+t7loP/UBjyU1ncGM7CzU8fBN+03jrWZRP+IAfTSynNgIEBFM6PixNasvPcMqPAsKm38fA8FlNSPpjWZfESTFlK67wpIluqcWOBbz3EDW6LV4rAImKjti9Lia3UBLX7o9z+Mf/+nn6B/zxLb6bID3vagQAU4mMbSk1i0lArQKtcftNhHt2YZRoNeKAm9DakfgD8n47X0qpuvgHN6hTjR90odWmeuSWBtYYjveeYlUYqD/3ttX2HnmGHLFQOp9m+4n+JUn4pGhVxTu7K8Fgf29i7z1A8zDdYAxAfKolRtJ8i5VO1789UHK98lXF/vL59pVf1Yn84x7Af7QBh8JxuCkU0s7CwD4EL6EAA8eGzTBHydQ1k2+2wBEgxbS2ssuC5r5sDaAr75hvPKVzl7VT/35D0mUBFp/bBAZ9zuPxq0lbqI7XYCKpxzy136fzE0RsW6bP8qvuNpF+IXX+Qd36a8SW1h+Hz1dodtk1hnGpED+MSV9oWoKr/0N/8eL/qV99Ve1xDLQAPXD2mhjUvbEYu0EYOQRQLlepUx5bl6/5nuhyzUtDXlAgPAXQ+dLEsoHnD8wAAAIABJREFULrYAKqS+/Q9+1eXYsTjkqR8uRNC/8vK9uOzAKkVEhYGxVRhOQagQ6vh5pItcv/iVBX1OS+OmkRA2pyVyst2VaS7csxT9v77lyHji1I84h1Kbc/Nizn3gx56LP/v+p1fex+iLzGlh958J7jKwTgdCephnuWkMn9yqzkkrGgBUo6sH1xZUlpAYwJIisXc1KWmlOb4O+OwjvjTq+cVvxoAituYtRX9mYPv++pxmTpFlwJxKW1sMjDNNKFJuQZoWwinIYfxPPH9XRWjVqj+vnkvKHI3f/prnX1VGDmVM6Zpv0mlhxojc5puu2Icvv3QPrirKJ2qpHNKkslJI/WBVP6r7uvwG3CAkuigGsKEKCbLoPDmXmhkVfm2JkBsV2i7aZnIOsNSYuJ3YnJW5z5RRQcBA5gRmZM6Va5LYWm01Ldi+G4QHM70/SVVg93ODpn7wPSI+14+2ENiW9nvvvwe/8K5Pc52QZJ9bi/LJKQ2cnUssKER+405rpoUTItWfhg36C11anns7RsC6H3/e4/Hymy6lacKSb49krnIwjVTuYcAGGlIYDWZa3EpbqwGcFH2BLkCF2KQaUiFzKtaQ2B1V/UiPyTws4lpzTrs//rlmk/hU8HQ89cvf9W++Gpfs9YAd7a8BFX276kdc6QcI582Jhsp+G5M5/vITh/B77/887ePgyjLYAPD8a88pNCp08LDnHO48dBwAcMVBL15piW8yLSpAB3wZeAvoYB2zIIc9XuELqFamaSO++eCxAFQ8uj6h/dLWCqhwzj3NOfcxAB8vnl/rnPuF1p9yBhujvff7Dq95/lW4YE+Sk6bQaOK/x00zeHh0u/r3tP/KuJ6FY4miAaenDEyIvIXX4vKVPFc6vEEiP44dnmBOYDEGjcqkjNVy3BnFGbAP0CPrE+wtIl5Lo2YxzeNlNHBY5A4TYwHhsF8aBgMb0A3USupHWvGAsniqd4mlZqSbvUQy+339/rB8eDnctptREV9v/9q49veSUaGVGyVzLsv8/du9PCpF+AA2p+Vv9bFpNHA7us3z27U5ysqoxS1lVDSJacaRwrWFoV71ozCAP1swJK5Iy4cqTkjP+dJ+T798X8izdERslBjMFEzLc10jhMxpBtYNyGH+hbZ4nWspPFyjAup48uTvcdMEYsP7dcCXiaK1dcTlGa0AQIAf+dxbrj6I//p/PaVMczAZFYUjXYppstSPZDyBUkxozjDuJ9NdUcbHnEB6LhFbQs4BYXEKU4AL2fm2Ncsw6vfK9TDq9xqrqJzYioAKcobRNcmcwHKNsSCMfm7UhMUZe1Udpf+8kQLOlM/Ib8wM7BKoKATVpUyvxaiI528cFWzb7nl0vfZabDsN+0G7BDiV1I+6EwhEjnva31gzerS62XaS6k8lo2IbypOWosqS/pRo+KhOmovPZNfYvwvwQDU8SieNM9O0/lRMc1Yty91FTFPsRvXKefXzAWDP8jjoF9TWJD83rNLuuu3E08PiOdrrubBH0IBE/QOG/Z7J4omdaiCkGjbpVGxM5/jOX/87/BApA58yEv7uR5+Dr7nmLDNQCwc8WOjhXXmWt7VYiiEFxKnPynVmAE3kWV8DgPcJTJbKZFb6MyHQ2a7yyqMNgtBxa6tR8bMAbgbwVgDI8/zDzrmn22/54mhta2+Hjaz6uhVZ8gaMfv30DZwtUFyr5zUYrji4Wv6tqS5w7ESvT2b4k9sfwDc86RwznyptaX4WM/j9GDnVS93sDafFUkvXaeAG6q1FrpRfrClffZ7lmM7zUhNiaTRopIWdiKKBo0FPFT2SHDb5LcVAMsfvgO/+iovwsfuP4VsL+hZF7YmBy1IzpPvTL9+Hlz3jErz06RcD6K5RIcDGdjMqtmYZ9q2OsX91TMoU+seFUR2osASJ1MNTmdNWpE4DHsL9Ad7wLddWfg6e+uE/4RXPurRU9QeqBgxjSnRlVGxO59i1NMSbXnwDXv/HH9erfuR+j/rcw54hceVZAeWX8cS4kD+ce7jl6rNwy9Vnhe/rWMngblEB5gTyw1Y3qMo1v81imvG8ZMAYUK9W0pT6wYABDk7Wx6aXG7X61zUnmsA3dj/lXshvLSCOXTbO76Fyr0wxTefTJA9Ha8aKPtP7SRgV2qRrKoOdtsBCqvfvOZ9v/9Pf8ARcd97OcvwAd1o2p/MK4DUcBPE/1tYnc+xcGmLQczVgsxwPuT+xUxdXzWI07SYx0LQ/M7BhzNFhvy5M17Rm2JwTu2khSf2wNCpi+vcDxzbLEn5tm8bWiG2nf/iJmyvfWwMerDRkbY+Qz+jCwGAaDG3YqJO5ByoEgNsWjQr48YtdJUGGoAlR7S+2X7o/OjLnyJIPa5IAIWlj5xLzH2QNsDkq802CSG0YFQ8e28ShY1sBqCB7FlDVtdq1NMSh4/497FxigCyzLfU5Wk/NiG2nyrVpmoJcvz4eq9IPUJQkVhgVxxsYFU0B4RTc27Msachc4NYB+H9fdD3efvv9JUDP0maZLUS1fsD9N72/fg4Atn4V4PdSSRNuw6iI99j7jm5U/F2rtRbTzPP888nke+wlkk+htY1cNYnh6Js3R/xY1Q9KM0ddrKapPGlsgLz8v34Af/nJw7jqnDVcebD9IfrQia0y8lIZDzFguKqxq0UBPEVYT4XQmgXmWJEfXV293r/c/MhmtplEWroxKgY+6qOUJ82K8YuhlQr9aZG3nnPYv7aA3/zuJ5evW2Ka+vfVUzNi5ecfuTWqxV6Oh1BsicG53YyKrdkco37Pi5kSpxroyKgwjHImuMsNvPq1fX+Hb3jSua3GA3jg5JVfdUXt+oAduUodjyaK7cY0w/l7lnHjhbvpnBbK7xu+9Tq86T13hbxJY19k94flt1sGoQZOWmBmfY5WryetKXJ1qi12XB46sVX7u3yaOJhx+VagGyCuGYQg3xfQKbZNTh0VNiQMDEaTl+8he0O/59BztqE9S1LQvEaFvu57zuFdP/jMyv1wTq9Mw6LPTI0daE7Hiu8Hv75/rFdzCmsmrtLFbA9pW7Os1CkC/PlxYss+lzYLo3xp1K8Bm+V4Ggzg+hz1j+mcaNI2atvfit5qJWstbaB+z2Fj2nDOdwEqovn7k2/7GJ55+b7GgFB87mrXDk6aq+gtAV7fi5ZvJfuudg77OdoOcA/9663JdgIKRsWwH8Q0GyKxh45t4cK9dja5jEfSGZbKim/+7+xcSrUMGLNOAPq0MeHBjPSnabPFo+Zv9Fwzo0KAiiZnGgCe9R/fhZOTOd707deXY02bfP1h8f12LQ0x6PcagQFViFwF0Pma1JhsGZnUnKVVdFdZLTqjWdr6ZI7FiE1balQ0MSoafAABx266Yh/+8pOHy3tFA7Xwc+iWqw/ilkKLAwDVS2OAeN+4R8yO0PqzcwDw89pa8+uTOc7ZFcqcAzZAGe+Ddz54HDddsZ/2rYyjVS/g8865pwHInXMjAK9AkQbyxd7aCjadahk4vpCqjefUgV+/5zA1Iicx0veXRZUEZpSw9sDRzQpQIc054LYffXblNc0JiQ+E2/7VsysbBRPfRM5SafyjvvAsp6W+8LQbOiCbsbRSDXwojIpmjYrjW6FW8Xiglz/1H+cwLcYpaDYzULnQIjs87Y3MUvRv0z+sGX08212ZZjLzkZnFUV89ROQwVIEKSuvWmQddlKj99Y2oA1nDlDZuRGase3pyMq8oXDeJPW1O5lgsHJ3FYb+sNlD5DsX4b77qIG6+KhyeFsuGi7pBdeqsvEldubrePyhLE6co6d+m6sejJyf4l7/9Abz2+Vfhv73/HvyLmy4tdXZYm8wyPP/as7E+meMzBQtFG4/sJanODAfQ2xmENtOPpxhSx71GWbb69zDL9H1Rfsd4rY3IvihtWgK4/j2jfo8KvgKo6HcA+veV78CcED1yRfbdCFyKGNPUyaEK+gx8I+CVNE+pD3vdsEXqx+bU52OvjAcNVT/q42FOIPImgdt2thAXiK1+ftwGPZ760Vb0WFpI/ahqVFgOScyUvOuhk7jn0Q2ct3uJ9o8/J32/tGa2LtkjmCaHmmbLfzOuadHddsrzvAwwsD06bv/6Dz+CP/jgvfjIa29W057D+P14BBgtGRUU4EbxurwSAFNAO8fsOa2lQmi/FyvtbjrWRvUkASou2beCtYUBbrv7kYowotYkxSukfuh2hx+vP4jiEs/x30N/+9zgwIbWX9tTUF5/edQvy5DzICT3x4YNaQoevK0CvkBzilK8jrUzRcCxX3nJjZX7wSvE8VSOUyk+oDMq2vtLbM3Le6x0mvXJHIuS+kHSn+Ime+yw7/CJB47TfmlrK6b5MgAvB3AOgHsAXFc8/6JvbQ02vjH5xsQfOTUpRQj18Vh0PonksKY50W3qAsdIfYr0x0DO/tWFishnX4lcxcbFnpVxWQrH9ye0aGbwUISQ0/YBomJb714i/RbFFgjlQBdHA186z/gNKowKolYv0XMxLgXNZulGBGcxUW/1+5LUDKtsnIbys3z4NuWITqVNCvXwhaEOFMnwFob17aunHYbw94AyABSKtv9bvb+Vl8nAND2yQRgeLSJX61szLI0GeOGN3nBpooVuzoKI1OKor0b3OOPEAsfqn8UA2aZ0rLaRrsbShgR8s/bRd99xGP/7Uw/jOW94D37pPXfhF971KdpX2mSWYWHYw66loS7GVXxcYFQE3R7AOgfqlzINQvKbcTBNd0La3k/A719NGhVxBG7YZ/uib9OEaUbLbxLH2na66pdhTD/muDNWDj3HrHQmA6Cn59JsnjAqmsuTbhYsjJWFAR48Xmf8lOMz1vAXnI5VPLKznpcnrb9hpHxnmePs+swJTMsULnQU0wSAQ8ebdSpiB0dlVBhrTEthtCoeWHOagW/6miH7Otl3pc2yHFmOIvXDFooEgE8/5MHd9376YdonHk/KqGDgnpwb6b2ipRnJHkHBxhzqDZU1kEb0Lcd6oKQzSROwYbFw3v+m4T7FbVKmftT/JvdF9rQ9K1I5yf+9rf6Zf4/BLtXOegN86zmHj77uFvzSt9/g+5bzLR2/9K9/t0HPBnBF7LXs39d/s7TFNqie2u1/316vWnFM14oymGykP52j1Hay17DGXmVtaJR5BgqNilp5Ut5/s7h/z7h8P95++/24/+gG7VsZe5tOeZ4/lOf5t+V5fiDP8/15nr8oz/P2K+cMttpEl/8kP6RlkPu/169tldtJJ0qjRoV62HajgAPNCra333MUH73vWPk8jXRZCKoWBbHEbRjQQvZ6A9Xlxgig5ALn3fIIpYmhIkahLMBNhYYsLQYqhv0esrzuuAvlVz5X0GxTdK1TpM6+P/W8Sf+oG511lJ8yKk4TrX5LGBVD3akujRDlR7ZSP3RGhRHZU8amMjAMY8RkVCjXb8OouO/oJlbGA/zbb7wG1567oxGo2JiE3EzGEuqM2jc4XVqki0UR/PXT8ZDIlQFOAvUxDRrASaBe29sCiaRN5h5MWxrp6Uny/cUwkj2lidJKRZtbVkgA9DnXqDlhGJBqf6pRUfSJ3seYZtLEUBRGBQM2LHBMNfDI+DVwsun6gD6HmBOo9W+qqMAA8a1pVoLnQHN50nmWeyBt0MdNV+7HX995GIeO6Y51F4YHY4Q0goekqkKXfXQ46NU1KiDXrze27wJ1RkW/5yiLR5rM31fd7FP1RAjPajFDQ9WoMGynnqvbNRbjhJaOJ/2t8qfmvsvmaFRKvY2Y5nXn+mpAt997lPYBwrm0ldhmlPVTBIWWywpCUtGMgGkdAXSAgZn6OWOBUVb1JLl340EPV529A/ce2aidU6yJrpoKVMh4i+8nFYia07e08XNgQ27pZftXyr9p4Bu7fgne0kBzfUDDQWAta00CYGX/ElCz7af4vutps35EaeOpH1zbKMurgWTfn/hX1HbqBigj1xkwgH3WAx7ECVU/mu+n3L+XPeNibE4zfPz+Y7RvZextOjnnLgLwvQAujN+T5/nzW33KGWy1w59MdIbgWYeDnQtcfV2e85Jf+mZpGdjxorlwzxI+8/A6TmzZm9l3/vptlTI6qUFoGahWhQS2kbFIl+ZklodPW8osq/rBcroaotVp7mpMCY0rRcTtxGZI/ZBNcDLPKmJFni7oahRnZqByRgh3croIYFlOkTbnWO5wm7rJAPCXnziEt99+P/79N13TmNcLhAOFaVQ0AQkMxaZOC4tcaUCIBk4aYCMvhWgL8bHN/pGTE7zz4w/iu778IgAwWDyhbc7mlTmtAZyNDIaWrKW4f7xiWDoWVfcmvxen8BIgpAWYdu+RqhM3Vpg6aZvMMoz6fQwHTjdeikf5HcXRZOCqTbG1Il31/n5OJ+Mx1rzGqLAMVFquM3pf/Fs0VamoMSoIsOHXcP39XVM5BgpDBeAGIQfHyJ5iOO46JVoHBqRt1RgVdi62RJ8Xhn1cd95O/NK778J9RzexP0nxZMAMcwKb0rHalgwG/H1If4IAbNSb9p0tlpBlO6XnvL8+j24DwU6SdI8HCfCjfU76f2mNTmwNmOHAhraG/WdwrR9qm5GgE8D30VgQt01kVdZIkz6A2HISLJJ9lAcW/f38uRdeh//2/ntw1dlrlf5dgzwaQGytAa6j0v43A8J8G/X7uLIQHLzjweO4/oLdav+4HVVSO8N4/OMwTf1gwIyxJrUy2PEa/usfvqkUWiz7t7SdnHMFWNf+3POlNI01PM8rjIc28xQADkWg5MnJDLuWR0kPwvh23P+xAO6UQcFtLf/YNsWQp9nqYB2gC6BKm2c5tmZZCfgOW/gDm7M5RoNeKTfw0PF2JUrbalT8DwC/AuBtALaX532am6XQHzeG4FmpGRrDgNHkGeW3KQeMCWwBVWrh615wNV78q7c1iu7EIAVQByosA7XXQz1PtNyY9MONlWbs4ogzA8mRw4oyKhpyqDYTjQqhbWt0L2nH46ofxSY4mWWI9udyPOcXRo6k0zADlRoLHaPPAZhp/xtraulyu9L+baLVAPCdv/53AIDvfdZlOH+PndcLeKBnYeg1KvS84QCc/Op33ICL99qovYyRGYQagwdofzjbVUL0SCn7jUvRLzLlDh/fQpYDTzx/F4BmWj0AbEy8yBng57buBDakYynMNCv6XHdCGuaock8ZvROog41Mp6UNmHbvkQ1csGcJn33YlxBso/OzVRy4i8X9nCXgpMyJfUWp4697ohdKZk6gCR6qBiGfc1r6k53OVK+VbjuBPCVRXq+kfjQwKuSz5f6NaXlS7nTRVA6NRVU4CHUdlQbauzrn6v25aJluEDLbQ5qUfZTmq6JYudgFbXzYK6Nd65rWjwHeAii1euL+FtOPVwCoj1F3WmxHPP3OVrqUVtJXmpwpMQ3cim4DwU46sDrGsO/aMSoaNCoaWVRkj9Ba5xK6lOnHzkn/yO7RsQ0/v3YsDim7oPI5xd9Y6VxpYjvJdxfArql86P7VBbz8pkvL11n6Fgcbq+OM+5vnWIcghlZtSZrM9dGgh4sKwdHPPrzeDqjY8EAF0+0BQrBsz7I/n6w9y49f30frtk3of+6upVp/Coi3FHy19MMGfW/LZZle2nw6r++j8rrWpOJFDEpq9ijzT5gtyvdR/zjPk2pL5Pr0N8tIf2JbMlsOsIMSsr8tRcw0oCH1o2D3Sinmw4oQuTqOVr2AzTzPf75l3y+qVqO9Z/phKAJPTGmZGZBtEb9Aia6+3hQVsA5POfz+6oduwtk7FwE0a1SsLgwqYEb98LfG08M8EVGzDWCCKJLrs9QPi1rl+7czCGl5z6KJgdelbNnxrRnGgx5GxT9AA3/89/2B516OGy/cjadesgeATW9jQJEff50FY21MNdZP8aj+xsrGFMC9av+2iLS09979cDugYpZhx+Kw0FPQI6uA/87PuvJAdfzEYMvzvEJHl6aBjSYlt6dpWoRrpU1zMv13sJ0cBqYJrVPqyY8GvcY1vxWV5bKADbaGgQ7RZOKI0+tTlN9mCWlOEYu2++tzx+6h41vYvzrG+mSOw8e38Oi6jfJnmS9jPBr0ygpBG9M5VmMWVTG8fatjfOS1N2O5OMzFgEpvjw0QW5oT9f7aGrCYgbpGhRiQen92LqVVP4CCUWFGuqpMMy8WqTtdTFOBpnIon2eJY+rgmA6mNe67LVk/TeU9N2fzMvIJ6HoNlf4R4C4UeM0hZPeHrWGajtWghaSDaYZYpPIhIyP1oy1LSJrQw4fRj9+UTjOZF+DGsI9dSyMcadgjgGpuO9MFAixmYPW1rqyosjFGBWUV1S/RxKg4VjBL1xaHZWTVEuGT/YOVzpUmttyvfceN+P0P3IODRSSWMv0axq+VD+0CoDO2LivNGPbd+nssFk/JqBj00O95Yec2+nNAA1BRPC6PB/jnz7gYX/0EX1o8RNuT/tY5o8yhpnOmxuAuF329v8p2NaqKlMBDlmHcqwutT2ZZZc03ldMcD3qYTeb4/KPr5WvaPsrShzStqLK/AYhr37mLP8P7+8e2GneABC71+yNrVyqpDBqAH8D7WBKEXB718fCJdoyKtmKab3TO/YRz7qnOuSfJv5bvPaONAglKX93A4wtDRaXJYWKJzAF8c7WEHGXRL4366Pcclkb9Ro0KqdkrLUX6TbV3RypssPEbTqPOkPCP9fcQlVwDxbboeVyjQgy8aknBJkbFanFPR6S/bK7Dfg83XRnK8VjlVW3Uvvp6U55lzUkj9x/QnRDG6un1XKG90Ww0A8A9j7YTzonLk0q0Ohm+/3wCJGj75DzndLgv1Am0UP5ez+cpdi2hy26pUGXFARm1YVRM5+WcFh2VtvQ/U0xT+SxLPdxKLVEPZ20NU2FDEpUh0d64Hd+aYm1hiHe/6pm4dP8KHjlpH57iWPvKNP53SFOUYidtZTwovztl7hmfp0aWikca6WIMDAJOsvr21EBtYFTEejBtxTRHZepHVzHNboC4KY5JnGqgvs9RA9VkBvJ9mu2zGqPCSqWJgYqSUaGle8FO99J1ZrqBhwCfQ22rhAB66odpOxHbA/AaUoOeq3z3pjTbQMXvUUHitFXENLVyu8UjA3y7VDzoKed2U/lWLQWWRXubRInFOV5bCIwKK4Ah12lir+WFMXTZgVW8+tbHlWOz9MkscFIFxzoA6BzMlO9M0nW0MRmAr8y3Yd+VVVG6AhWagxnbTq++9XG4okgrKRkkHc6ZroK4DBxj17dsMwtQZvNuOq9qVLDfTJr0vePBE+VrKjMN3YJUzL7vWXPaADZU5pUBiLetEgJ48IEyKgrQZmlYFdO09tE4DXnv6lgt7a6Oo1Uv4AkAvh3AsxBSP/Li+Rd166KpoNEFm+h5mkEO1OeJvJ06fepGYBvY5WZWLKiV8aBxM0sNQIZwMqoai7yxvMZTKbej6Xh0QiBzPRfYEkUD6uVJ5dEGKqZlretxpFFRHVBTbrIGtBjGghrdrl8/bBzV1xkd1L9HqZssc0L5kKFBXwR8qoK0tmJQolGxHB3Qca5jYz6/ymDQx6+lfthAiB5l8f2V8US/WUznY457nzhF0kqgonCQm2j103mGWZaXh4McvtN5hn4UdWBrpquYJgMbKePBMAitaHXdseZRCqcArHE7tjHDpfsGWBoNcN6uxUY64iRyrFlpw2DgJeMnLDBrjXUVx9QiUVY6k1X1g0VvWdREq/oxGvTMPTRN/WCpDTz6qacY0siVabAp12cGZEN/FVDuMB5pW1HVHsCveUujIjADwx6qOYQ8YEDAxsxmgbVl4sl7uqR+DPta6kcx3vqQzPKksywvwapw/SbdjxDhXhjo2klp24yrBajMQANo6QjkaOeetYapE9XEMKCpH/5s96kfvq8VWY0ZFW9572fx02//OD7y2ptrvz1z6myWEz9XtcCi6jQaYKP2Dhadt/wNU6MiSv0Y9XvouWY9D2kCVHRh8XBmI18TNiCu9FeAh+ZAMBm/CkDbAJlnVFSrJwG86oesm08dioAKIqaprrG+HjTjto1/1Oa0KXrcMgjGUrUZu9ePiZ/1ci+CmKa+BuK2MQln2d6V9kBFW0bF1wO4OM/zZ+R5flPxrzVI4ZzrO+c+6Jz7n8Xz3c65v3DO3Vk87or6vto59ynn3CedczdHr1/vnLu9+NvPuzaqfOAIIXME6UJSjWB+OKT9A6Oiy0K1y5NOkkjUdgAV5kagGsz8s/o9fdKyhcdTP+z683VcQI90NS2kVGRLgAcz9WNzVgIVsUZF3Jqi1WqepeGk6QJS1vXrTp12P+UzGKOCHyZ8EsQbUZN+ijQBKnYseqaKHLzSwhprZwD79+isHM2JbaTkMlaR1r8j66cpuioOh6R+jBui1anuihzOqePYmC6l7FsWa0lnYGznmteAEH1Om7RoCNjo59qOxWGZb81aTMuVQzp1XKwUQ0BnnADtmX4moKyuAQHT9N94u9a8vFxJ/Rh0S/1gArHUYLNEmzsYhFmmz7nAxKs7yjojobh+yznKKsFI25xm5dkCBCAntSXK/rOQpiDzU3Ny2P2R1zT1ef3+cAMY4Psij97W+2upGaYtZ0SrZ/McwwSVHSisorjJfBwPelggKYlpi2niKqPCsJ2ctuaLR/Yb1KqNWUAIyT2n4FtLoGJtcdCKiVoyKiZzvOatH8XJyRzHSJlnU7C2pq3TjYlHhdcpeGife5TV0nGObkUMHucclseDRvaJ/EYxUKGtYT+e6ntPpRqVVW6UzSEqvkn2Ie6/1fuXwANZx5N5FahoqlKh/TaPKClfbN/2dkd7rSVeFlpH05p0WmrXJ+cSA+sAuzypABVBTLOZSbU5y0pbdNfSEI8awq+VsbfqBXwYwM6WfbX2fQA+Hj3/EQDvzPP8MgDvLJ7DOfd4AC8EcBWAWwD8gnNOQgm/COClAC4r/t3S5oP5xlHvqyF45sLrcJjY+gssmmlHAuPNDGjOswTq6GEtSlGOVxmPdpgbTiMTtOJl4PyjTutWxsPoajm7n3aepdT4FcGmcQtGxYmtWUnNYxoV7PCmc0UTAAAgAElEQVSnhwO4Q6GN3wMz9WYyKsjO5MVzuuUCW3MuFm9ty6iQ8qQcqLDAQy6myQ4HBh5StXQSRdCi4aXjrrFmDGCAGTBBoyKUX7Puf8kSGlXBN83oN+eoMh59j9BzgTl9Eer1+ZrX1wCL9sp72JrP87wCNq4tDst8a9ZioEJAzTTSwvZRec5SEtsq9DPRZkAAdCT9i97EyO7mFHEDuxTTjN7WlJ4kho0YOkzTwtJ1ocKAROQZUJwcMr5Qnan6Oo0+GwanPaf1z5/Os0rVj1FDJRuJ5C8M+mW1qpNK6kdX8JCmexnADHAKOirKpwz7dcHXrowEabMsK6sBxf1N9moU4V4Y2KVMpR2Lzi2NUcHShAGopQ2bWVTq5VuDnwAHiBlYJ01AhrWFYeFce20k1kpGxdasdB61lLsmcc+2+fZB8LUONqpgnRVgUK7PwDp2rgIyp7lGhYAUQLsgpDjqch+zvG7v5+TcsCrQgXwHLc3WEsf0gq/V17qee1aQatDgKE9m1RS6UKlF7x/fi2vP8+7v/UeUaj/EtmF7CmWIM1urYU7rjGxlPNTf0ME6/x16tORrmfpRnDGtUsEnIQ1559IIR1to/QDtgYoDAD7hnPsz59xb5V+bNzrnzgXwNQDeHL38AgC/Ufz/NwB8XfT67+R5vpXn+d0APgXgy5xzZwFYy/P8b3O/cv5L9B6z8RyqelMRPMNpseoCp82Rv1sMBiunCwjiMLLJDPp2zVvAGz3PedwBXH2OL9uUHqCZYV301cOwbphKGxD6JY1E0YWnLyR5rW2ucVMOVWngdWJUhNSPEUn9YIcbq/rBxTQN1Ns8bLXxsI3JiK4S8KoNo+KcnYudGRU7lwhQUTy2LaEL+HvcVyapOqcNA7sro8ICl/Rorz1HS0ZFKWBk3/+tsgJAENMEtDJqnEUFMBGy9musiUHSlu7II2MWo4KnJ21OfWqMMCrWFoY4tjGl0WqgGl2VaMJmAlQwp6sx+kydEH08ekTcyu3VHXcmOq1NaitvVd6Xpn5YtHqfhhTOMaajwuYoTTEEY5z4x9rZmnNgRutPr2+sga4CtEBR7jpC3oNoGZnTsxDp6vccFoY9Slm2AgZtDeDSQaDRVeaEpOPhc26oCYiac5oDD9N5XrmfQIvShlFQaGHYN51waXJu7V0Z2TR8AuB2qfqhnQPWOcZK9DYBxGyOHt2YerbJsA/nHBaH/TLwozWxSdYn85qDXfkOZPw8fcuu/tS1Eo8aBDOur56r9eEDsAH0VE/BMyqagIo64KMxeQC+b3XRQlIZA8ac0yqgNYGNvNpVvTWlHE3naeqHLf4Yf/bPfPO12LsywgPH6jpr3vzWbUvG9NO+Aa0CiKZ0pnr/ToFOY44yVggQdI+EtQf4fdRMS4w0KnYutmdUtNWo+ImW/bT2cwB+CMBq9NqBPM/vB4A8z+93zonC4DkA3hv1u6d4bVr8P329sXFBonYInhWJ6isGJDsc5HkdJS/+rozdyrMEis0soTIx9Ct+z+POWsWbX3IDLn71H5dq1uEL+AcGPKRomTl+103giZc27IoQdstvl3ZkY4J+z2GlcALbaFSc2JxhZVyIaRqpH5aB2nbjsAStzI1GRVCN/p0MHluj4qFCo+Kivcv4h3uO4K0fvg/Pv/Zs2h8AtubV1I8jyWbWJKKmalSQiLtlELI9goF1JvjWktXSJFp2cmuGnguCr1Z0G4h1VwLrCtC0aUgt8FMEHlQNCQUXt2p7W3THturt8h52P4XlI2DjjsUhstxTkoUplbaT0QFNGRUyR5Ov3GdAi2ngWRoV7QBua81YqTGcUWEbd1Uxzbrae9ymhbhh6F/XUQkBg/r7aYohOQiE9dM2V5cBvk0Cse2rOdlOYOq0lGt4nmERdXX7WKMC8KCm5uRkxOlipdRZwIA6seT7AnrabPj8+msDRbfkVNOTZvOq+r+/fksxzYJFdX8bRsXmFKtjr32jARWWE6iCkwYwowH0TdWr8hy1Uo5NvzELhK1PZiXLD/C2k15aHJXrnNialXNbBSooIE4YDA1Ai1aG2QTQFcYAW8M9xwISDEC3xTRrQEVDKdeRwmbcnM4rAvrmuaEwHmwwzfGKcsr4BoqWkGVraWzXAH7Wrz80UrvnWY4sR+We9oUBQOZ0fJ29KyOctWMR9ymMCmY7eQa6du1ujHKuG1P073jOtK3gBhRzlK75auqHHxMHNoBCo2JnkfqxPMLGdI7NaVWDSR2H+dei5Xn+7jb90uacex6AQ3me/71z7plt3qJ9vPG69pkvhU8RwejgpVTcpjWi2PFwkGGl/Vn5U9Yf0B39uKWb2bDHyx0BYbGKoaPlAlv0S00p2qK9C8U2PgzNaLUhJtOlPI93AjnqzQySR05OsGtpVI61DaPCOzRVoUI1naaDgdqIiCoGpHb/5TPa0vD9Z9SBB6vM3ECZE3E7ujHF0qiP3csjHNuc4RW//UF87TVnUarZ1myOySzD6niAnQ0aFbpjXQcFAAss0g5DyynqBuSYv5nqRNlz9MTWDMujUEWir4mfRi3VXRmR1A8aSTPAQDP6rEWTLUFZJYzQJR/entPcsRbKckj98I/HNqYUqBDgbOfSiGpUsOBwGXlTKkj4/rpTUTMIyfUBxvrh1+8r58apOoEh9SO8czToNwi+5okGg3/vVpTPap1Lugi2sYZpNJYD9L5/9fUmQFljtahroAGcnM3zimM9ahE5BMI5vzTu64wKkuxCAwawGST11Awjmqw51oatpaUDmSwhEs0E/H1O2XVWGT4gEdMc9lppVBzdmGJtcYjdy6NKCqS0RhZVh+izGpAwzqWYJRSLPBNsj55j0iRVQdrCoGfaTfLbxGf7Iyfrwnp8PNXrlP3JuWGVDNaalZbL5vRAiSazgISMyUpTiO/nyrjfmlERt5QxbZ0bmn9i9e87fY8DdH9ALUncELjsJvLMGRKhikqdScU0LeLvtrYwxIG1BdwTlSot+5Hf2GKUW0EhXRtI6W+cM1or17ySQkcDlxRsqYtpSv/WjIqIMd0EVLRK/XDOHXfOHSv+bTrn5s65Yy3e+uUAnu+c+wyA3wHwLOfcWwA8WKRzoHg8VPS/B8B50fvPBXBf8fq5yuu1luf5m/I8vyHP8xsAjepVfCeSQ8UOh7ZOkcXA0KuE8P5typNWyu00pH6kBoyWO9zkpNE60crnaYiflf9vpX5YC1uN5Kjj4YgrADx8YoI9Ub16yQu2GBUbk3lZopBFq1mOmam03GFjsgxCbbNkTrL05/nqynfoObNe+sbUb0wPHgtItLWRieGyY2mENQJUWPn5LF0qy/XUj65rsuc6gpkdwbQmp2V9MsPSuHowNKksA7GYpj6nWeSHg4H6pLMZD8b31aICyvfhpRCtPMtmRsValPoB1Odc3CTyt2tpVN7XetUPfZ/rE2PBXGOWQUiYWgQ/p454V9o4m3OyNuO11qRRMZ1nlSoMmo5KE/DA07G0Oe0f9UgUP5e0/PZOImeNImr1a2VZjlmWd6Isl1VUinEwRgUIcMJo7/z++EeduUcAdIUxYIFjQ8W2OdWUxGlyPwHP2GgS03TO39PFUbuqH8c2ZlhbHOKcnYu476hCGTdtJ07DV526Yg3HTk5urAFbg6H9OSAttUUXGu6RT7erAsEPqxoV3dKE2blE07e6AhtkPADR9yL30/fnc24yzzAchPfRNRy19H4C9SBbU1CFi2MSW4sC4sr1HQeK+Hiqr9l7hAFURBoz1fdwnyk+43o9hyUyp6kgaxH00zTQTHH9lvuuBb6Z4vpkX9HawCjoUKZ+DMO8GxppoQCwMclK7b+di97XerSFTkUroCLP89U8z9eKfwsAvhHAf27xvlfneX5unucXwotk/q88z18E4K0AXlJ0ewmAPyr+/1YAL3TOjZ1zF8GLZt5WpIkcd849paj28eLoPbQ56MYC0D4XuKtTZB4OjugLgG2WDeVJFUqoFblK1dXHw3qkywZONKVu/gbtMDQP2zKSozl1ynhKp676OkMgy2gs2ZgeOTnB7gioKFM/yIE7nWeYzLMSURxTMc2OBmrj4Zl2N5w0hZVjRro0MCqTNVN/l6UKDHga8sKwjy+7aHf5mmXAHJVo9eIQC8M+xoNeTdzQcuqYRsWc0eG0w9MA08w8S+X7aIwEM8+ywSDcnGYlIu3HY9//tOTuqDB+apGfTB8QBwM7Mh7A6aP+87sakHXWEiEVmakNAtgIKCng2DEDqDiyLkDFkFf9INsi1fww1ljX8qR2CqNyfQXsCmtMN8DyXGHBIAD31aof9dKScZtlzbnD1rmkR5Ot+xOYftX32NFnzaew9nUdnFSuQQRlgcC8Ue/PTJ/T8rmiZbE00hkV3Svx6GvMOadSfhnjBIBZ9UO7R1bVD61ZjIpZkmoE2NFtoLC1CnHD8aBvsgWkHduYYm1hgLN2LOC+IxuUucfKPGvirQBhryq/mWXrcuabXXGMAhWJLbowsCujzLMclx9YxSX7lsvX1GpLDYC1es4o/TkwY5fc1YUHlQ8oxlQTr+yYZistZVTsWBzWUmDTFke2JW02/Q3MfV0Nwtj+EgXTyFnfhSGhVlU0rl+mfijrOGjMVN84IIKm2l5Mq1GRfS7ooiT9yfjNUu3K9RnwABLYZexVE3zrcbH8DZL6YQG+W1OFUdFCp6KtmGal5Xn+PwA861TeW7R/C+C5zrk7ATy3eI48zz8K4PcAfAzAnwJ4eZ7nciJ8D7wg56cAfBrAn7T5oC6CRBqCJ405RcxxVw90aNFbw8kh9eGlpZvZsCEqIAtYDpRRv17f3iqnpEbSyo2m/nnaYWhSwyjwYGs8tI78FLeKgT+PnJxgz0rEqGgos5VSn1jVjyzrZqBSdfXixbZK14B3QrpuTLzqh3J9I7oKoMg/6+H7n3M5fuTWK8vXWDuyIbR6v4ktjfo1ocKmkl9a7nOe5xXnSZouiEuHpx/mxWNbiuqpMDCkbc3mVRZVw8GQ5quP+n6uaoePXQ60+noj40GlwBIwTXE0GR3REvdkLKE2ZeDGA39fJCplCb8+GqV+yCFd16jwj1oKoBm5Uj6vs0HY8VzS9nWTZm7lAivvY1U8pE1mhDEQOeJt8+1D/+JvxppUU+KMaHJdn4lUW5L0LZUZaIBvyr4ljk+c+jEkKYble4pxloyK8UCt+sHAPRmivi+2X2P++hxA50LnGiCusD+NfdRHq+vRTMD/7im7btjATIsZA4ujlkDF5hQ7Foc4e+ciNqdZzdE0o9tq0Kzor3yWJjJsMTYCS0j7zfTxpNePW2qLNt2jWeYFdPetjsvX1BK6sFNRNHvUPDcUJltXAJ0BD1o02erfdC6NBsEBPLC2gMMntsygRHytXYX9lIppMl0YIOyj6fgBHjRgVULUwG5HFpW+Rxj+iVFuNGWTSxv2narrJ3vxP/vKi3Dbjz4bgPcHWNlsU9elJYArl1B/gw7AAwtE8nNGBzbkPZRRMfVCuKn8gMWY3piGqh8SPLNEd6W10qhwzn1D9LQH4AbYgHat5Xn+LgDvKv7/MIBnk36vB/B65fX3A7i6y2c6x/Pn2yJ4lviMWQGAGAA0B4xEb5vKk8abmSV8AoTFKlFPbeHZdMR6PrxFsdUQP3uj1PtkZKHa0dh6fxbtlfbwyWrqR1OZrRRR5BoVrEweM2jZ/PGCTVppw26MCjsqoDmZgP4ba/Xb4yZCOf2ew76Vcfkaa2X+f0ELWxzWo4HmHCWRtCzn0c/6lMzLv9X6F4d5nGpgRcO16GpTrjHQkAucCEJlhZOmgX+pRoU4PJrgq2rQslzgpvEr4Vh2GGqpCk2Hv3o4k+s3Ra6AAEoyhkTcHl2fYHnUx2jQwyBzan9rn1OdOtPpckquMZ9zGlhnM+V6JW1crmefS8EAGyWxjrLUaGQQskhU+Z4sI454uKdNTh1QzbdvOreB9pV4rGpLDCjSrs+Ocha9BYCpklvdpFFRMiqKcS+N+jh0rJ7/30Sr1/S0LNaSyjRja14JClkMgKGS+2xFe4eRI5sKZ84S9X8//h5mGV/zUjIb8GyB6Tz3zAxFF0Da8c0ZVhYG2Fs44w+d2MKuyL5odAK7sFeVOVe6jMY+rQZJzDVvOdYRo2LYrFEx6PUqApwqUEHObSbgykSbLa0oqwJa1/51p5T3t+z1lKFyYMcC5lmOh05s4cDagvqe+LeXtVL7DYx9VGOXNmoVEQCdBbW6pBjq2kOg45E1rznKsRhu3Jj9KuPctTzC/tWF8r06o8JmIallrS3AWlljnfwHwrDuyvQDAuCrtY3JvMLuBRpS7ua+wlqXqorlOBp7+Pa10f9nAD4DX0r0i77VInWlU1Hvaws8Kf0Nyqm2lHxkSe/PUGxTiVpJ/bAjV9XUD23h2YenvigAG/XWwKIuGhVe46H9QmWRnyZBqM1p0JsAUNA8exTxS8vzsKofzKBlBmpTdFg9PA3gQTOASXfbKVJssia19Fg8Z7GFEyi0emFUaLmumTFHNXoh4DdnnRXFHYomJ2SQGMDaPVUjXdFna+MHuEE4mWdl9B/gomjSNpPUDxaNpQYhmaO0fxltbyfWCeiAL1W6ZpFA4nQBTZErf39KJ2TYZo5OsXPJOxy9ni//uKFErAGWHlNnLWWGBdZTwEbrXNJFyLjjHoNLMl/bpCdp91R+93htaNHwuKVl48I+Gq2ZhjUv4xe7yTKAeYnYrtFYmyGhay3V+6eAZ9zM1A8qpilARVT1Q2NUkHODpX4wZiCgA+JMmwkoUuho0KbeX2OLhn2U70PxnJA2U/Zu7zTatpPsuxIR3JxlWDGAipOTGVbGAywQZqblBDqnsHsNJ00DuO0URmMf1a7f53MUqAPoi8O+margHRaH+yPtjhNqZRr7HNDWsCXa3BZwl8/Q0ootQLxtVRHAttenswzjaG6dVYATDxzdpEBFluelTS+2aT31wwa4uxYTYIwKxnxj4Bs7l5g2k8moUPwNxqhgun4yT6opjHUGuozJPiczIKrORP0B89yo97fENNsy3OX6NpjG/Z+lURVC8OVJM7zydz+EfWtjvPrWx5V/S4NmbaoqluNo7AEgz/PvbNPvi605p0efAZ7Hpju91kLln5224aC+MWXGwtOqZsRtMptXNrMmYT35bDlQxsrCs3OftYoQ/tFcGAqjwjSQ1NQP3l9bePZC5ZGoNHfVqpkeUj/8MqKpH8SJYgYq/wXZ4WAZhNrhyauE9Hs9TLP2DIbG8piTeXl/FonwYNyCmOawfE9dEMqaQ/pGD5B0I+3wNMG6MKcHLfpbrCKz3ntLim0/cro04eSN5HCQ9041RoUFNmqRN2V89DC0dFRIpEUV+uuRMnBkPOX1DXV1IKzdko5oABUntmYV4bKl0aAOplmAuLFmGCDeSRS6p5TQNdZw7LQIBlaek9Y+qtzTVMgR8Pd2luXGOZZXItNBRyXWqGgGTnTau7aGUevv39NV5Kwp17j6eg7++2rjAQLokKZ4+r+xc8y/Ls46rfpBzg0Zo+ZUUABdSzFEkxNInByS+jGdV1k/li0xjCoApIrys3le/l1akxB5HBQqAXejhDEArG/5sy8Y5Kngrm8sKKRpdbH+PWVNGsdysC2ViLgl8mwB6PG9GCvndtyyzKffvO4FV+NtH74PH77nCAHTuqZm2OzVLgC3qpGQ83Qmzf72a17vr/kD0ibzqhbVwR0enLj/6CauPU99C+ZZjoNrC/jcI+tYWRjg0fUprUbF7OkulWZsjb56M0Wblf4qQG+lMArTTLHvuZhmz0z9iFPExoUGYMqIYPucraNi+ANtzxlqmwFmoLbDPt1U9SPWRZH+8yzHH/zDvQCQABXVNORtY1Q45/4TDL8pz/NXNH7CGWwO+sYE8M2YLVSt6U6R/E07bOvCJHaVDf84y3KMVAMvqyBansZkARV5MY5glNc2suKRGaicGsYPz0w1IOtNvm/XhdqWkmvVAs/zXM1d1cAcaXLvahoVSijEchDaltiS93TNg1QNbL070aiQOapvftac25xm2L1cbEwSiTJEtkQbYCUCN7rMUUmFiJtWMlFaV/V5rXRf02EOkDVggG9WffWlpXjN2/3lXjenJ9kGoZ6exA9DTayT0cY13Q+LVTQggClfM5y+mGpULLYAKnyln3BAq+lJxSNnVDCDUD+XuohC97VzyVjDppaQGq2WXGAFqCgZFXXHejLPsNCro2mzLKuInGmOuO3U1eeofa5yJ80ygOsUXkDbJUztIZO1VP/sMvUjqgAwKNO39Dktv0tT1Q8GPMgYVcaJ+ok6YG1F6iyAWGdUhH1FgCzTKTKE9WZZVrJNwvibqn7MS7BouTibTm7NKhoL1f5eaHt51A9aV8m5V84Pcg50Yq8Wr1XeY9m6VKelgcZO7OHJLMNwqcqosM75WREUuv6CXbj+gl349l95X1kqujIe/w1qr7Nzj51jgyjoFzcGuAP6vmv1184lq//IEL+fzDKsRWC4MExTYfHqZwHXnLsDL3rK+bj+gl34xl/829o5ZgHcerpR0Z/NUXVP5LZW15THLqn1Aj7aYprputcZAwL4VapXRbZTzGrtDo41CbhWX6ep4yWAnvRnTDnTX2K2FrfvUzvI9+fgW8ru3U5Gxfsbr/BF3rqIiqnCIbKQlDd0Lc+jVeWwFh4zqKRN5hl2VAw8W109pT8tjwc4dHyz0scqHyrfV89lrn+edphYBidDFKkImcHAUPUUFBq+NHkpZVRYCt81MU1W+jEndES2MZGNRt6jGTCdgA2jv7YxWXO0ycDbnM3LDamVE1iI7ch6WxzV64dbkTdLN0YvT6rdf/9oGXh6Kod1mGhgHZ+jjFGR5gJb6VVAANPEWGbRWJY3yaLnbI5aVT+Ym9NTKJ6WU8T2XYuSaxnYQJ1RsTHhc3pjWo0kaMJxTSLJ9RRA/8jSgTrl9moGdhb+Vh9PfZ/uymCQJtcYRl8kLjeq1UufJrn+Wpnndky8ePyg/S0xTSv/v77PNbCQ1Ghsvb+k1KkaFYmuFBDOGbbvpqyWpdEAW7OspqlARZ5dGG86fqvcqA64q90J+OYbs50Afz9krQYnSttHi/6qsJ5PO6j2by+m2UZwV1iDS+NBWY6PGeTa92XMSda/r8yJ3Nh1zco3an8O/AB1pl8bjYr4PF4ZD/DA0c1av6bS9G3F8i1GCDs31H0XoAeTGuTJef9h39HKPbVyry1sJ6me9NKnX1La9SkbuKnqYR14kP66LdSVgdGtvxaQ4LZfACf1NQ8oGhVKOj5AGBUFOBGngfnv0I0px6aEXKNtINKqFqWuYcL0M8E3o9yoxqgYD3lgNwUqJHDJGOuVcVh/zPP8N+LnzrlV/3J+ovHKXwTNqYho+FvarOgqNSA7RQW4RkUX1FtaupkNSakdaQGoCE4gEyrUWkDVA4JvOXVdhQR5bWyWx+kfVYPQyFPU7qfcm36Su7pgLDzJS18s6gg75zxKrgoVKsAMMVBz8Ojw9jh1NtWrSwmpgcISitvmJAIqWmhUxKkigN/UHjpRrbNcjof8xlp0HuA0bS6gW+9vp3Io/ZXDytpT4uiz1lJdmlCBgR8OC8NeuT7lvamBxAxUq/a26sSS8TCDE+CiXKbmhKLefmpVP6pATr/nVaytObo+mWPXUhDF08o/NkWH6xoVRf+WaukmWNfRIDRTJ0xgoz7nZlYkiuyj03k15U5bA3nGx6NXPJA11u5csrSiQpm5do64lT+vUnJJfyAuKd4+9UPmuvwGy+OiMs10jrXoOqeisWGBgfo5w8+xLueMfOd43bcS0yT556qYZsvUj9UFH90+bkS3JY1hZRwxKtLUD+P7elu0+loO3l8L2lh7EAXr2PUNcBKon0saEzJunlER+i+PCeuH2Crh+7Ycf7lHtKvAABB9r4b+mtPLzqVRQ+pHLJTfBqjwrEWX9Cdi+cTxpSwn5fMsMU2tWf0ZS6iLfljJulLmqKy9euqHXjUtS/bQ+L3qOdaSqei/g54CSUvo6pdvAMS160PtT4ZffgdmW65P52UZXGltGOilRsWgPaOCKwFFzTl3tXPugwA+AuBjzrm/d85d1ea9Z7rVBZ74UjLrzxMDQ9nHABipHx2rbAANJaFiYb2GPMs033V51Mf6VrrxcQNPM1Bt1L6jAawethaQox9WDBiwqn6kSunSLEbFya0qowIgAqWwD9su0WGWF2hV/dANQubU1RHUpgoGVjmizVlW25isw3Y9URLWNCqa1iQbP2Px5HmYZ3EzjfgvZE4b118i5S6lTRKRrUY19um8gv7LYb6lpH60/b4APwy5YJMRuSKRHHMNMDFKpWmRLmmaGvjCwI4GbkxmlTW/MOzXdFea9i2We8sMEhZ9Zo4yc3LU65dOYDsGg8WoKBkAJPVDa6kwbWBgRGvMYELqgLj6UcX460zFJko0oJXcJZoWhqNvRd60MYeS4gqQQ6Kx8yzDoOfKuSeVFdKznt0jJqZpgYF69Nmm1XcBiDURYBtAt4X1UnZdU5nnmDEgjAotVUFaENoe0DLndjRZCdgYqSKqmGbxqO/rui3EbI+hwVABfIpSygDYnM7Vc1U+N2VUaGKajRXTWtLqw55Vv36nErpGf608qWXLWSLDNYZKmc/P56i/p9Jft7UsgNtiObUX0/SPLMijVcDw/XV7vX7G2P0BnVFRVugbpqkKus9Ugr3R52hps5boNFtjTUGhtkw2XsWjge2qCKnbYJ3O2tiYzLCU3M/xoG8wKkSjIlSgc66dRkUroALAmwC8Ms/zC/I8Px/A/w3gl1u+94w1Bx1xNaletcPZMpB4OR+taSq/Zv5/8RIDKjamcywOqwYhO0iAuhG5NBqUB2oYv3/sGnkzlZbjw9NY2PKZWV6/fidEkfU36H8hClX9IhajQmpUx3Tm0aBXKasn38EEWrSNSf1E4tQZOLZeB9kuM5fOISs6aZV+BEJEH2jJqJjOavn/NSfQWpOEcQJUDx1p2m/QVJIL0IVJtBkAACAASURBVKOxZv+WDIylgp3DgIo09aNJo2Iyr5bnO2UxTcWpsPprjjhnPLQHQoBizikIsbYHAQXrhzh1W7MMPVcFKBdH9TkXN7/vhjm6pFSm8U4dGU/XVI5eHXgwS+L29DJ8gG6gjoxIlDWnVcqspH6oc85yWmzGgOGj6XPUcGLlo7TovA0kdDtn2moPaeeeNE2tXhMbjdtsXnUCBVRLxQq7jqcpvUpll1JbSwdC/OfX3xRKD7YTWA3RVYX1k9VLljaKaUb77lobRkUBCi2P+yH1o1aBwTfmBLJzVXVylBS9JiYh0N6JYjob0lJGxcKwjyzn4OSsANOkLY/7ODmpAxuUUWEB4srnBacu1Qmx/YE6WMT7+6BNeyfQ0qionfP9HoZ9Z6fT5GHdD/tedHqTCLjyc6Y9eKgLqRv+jHIuNe3rXaowlmKayj2Vyn1p6uGAVF4pdc1iRkW/vgasc9vSUdG+cJlWrDHZ6t15EImMh2paNIBvgG5fpox+oGBUkDkaUj/8e5xzWDCAjbj9f+y9a8w1WVYe9uyqOue8l+/7unu6e4aZ6RkGxsM94jZEoxDFhtgOTiAYJFsgWbZAwTJO5KDkh205JjiE2IpsoqDIjpBRZKTEAcfEntgmGI8gXGIDkwRmuJoBjOd+6Xv3d3nPOVX5sWtX7b32s9ba1dOhm4m31Hr7O2dXnX3q7Mtaz3rWs1qBiutpmn4s/WOaph8HcN147SvXAhMaMaICoY6sLr+PsrA1TQsNlZbGYEvusHZgvXD/tNAQAVv4BMhppPG+1MA2DDw2HktM86UKCRZAxfzXVGOn0VsyHoX+l9+DMSq0hbRcI4xynvpRN80gjBtNu1MH5TCP/Xm+uo7y8xJbgHY46EKF0zTNmhOleI7pBN7U+f9aeVJtM96S+tGR38AC31gqhGlwbmQVrYryPFonD4cFtVfW/VkIx6limsq+qK4xZfxbSz8C+m+mGXiaRoW2r1/s+spgSy0ZhPl3uTT6AzPrxwHTNOHENP4tubeMArvOufr+VqSLzWlGabVYSHmurmwy7QDIo+H8mcpqSzticFqVe5jT1eKkUUbFFvBNWzMG5XeL0wis63RwgJy8nURqg7bveuVJmdO4Nb1Kt7WY7aTbLlRgteE3ozoq51pMc2ecY0DpOLZoVLxIGRWKjo1iW7LIKqA7gYCmhVQ3E3An919SCax9lMw5jQFwFmDa5a7HeZzq1Gg4tmhlOzlaS416ZoDOqND6U9vJcALN1I/TeZk3qV0MdjrNOK6fFUKggqbWnGCp7x6AviU1Iz3Pcl/R51xPWE4W820BxIktdP+mdJJT2ynaNOk5yOpVgGBUzH/tc6CadKY/sxkQZ8CGAdBXgTwHfAN4mufxXJd5Pux6lSWU7pGfTQdHy2YZu9sjtt8MIfzFEMJb5v/+MwC/1XjtK9YCtLQA3qySWVpe4BZ19X3f0UgmoAMbADdIzuOEF0V5rOQ0anS7NIF2C6Oix/E8cdEycj093Oa/rQwGa2Gz6PZLinQpv7F2WMUxjsU9U7NEoVgpvt0Q6ELdFtXYJqZpV0jYJr7J6Ijr4cMNAJVWfx4xTbnKL6fA5u1upmkRr2Fgmn64xcOzfC3tAa0K923gG+r+DMjZyMDYDx2GLuBFK/Wj0KXRDxIgztH8MNEooRoTbGu+uq10rTgtSuRkq+Crtq8zICE1KYwF8FSOvFVgGp2jFqOiI+Kk8a/GEtqUkkgjY3r/rU7gUr2HOC0LA4CIP1pVKgpgg4gStzAqWtOrVh2V/Fwy9hRln968ZpTxWBUVjkbqh86oKFMbrEo/FjhZsXg88JClxhgGcKtBDqxgV5kOVI43bwmIYM8oVZyQ47H0vXLGwK0GoCKl2VwbqR8GLhPZuhsA95VmXqflsgvstNz6/gcn9UCeS55wdiyF7M/RUaEkmEEq8nldF2nmW8Que2JLaAyP9B2YWL4eFOowTnpZ4ipa7VRSOU/lvL4gabOeP7OlZDDXToLef0m5q/tr9r3GcKe2FklhTE3qIyzXdFzXjwHuBwPQ3+JvTAqjmYlCA8mf0YGQrYK4FNxTFoHF2D2ex6qKiqVRwfSrLoZeZWnlrRWo+GYAjwP4IQD/K4DHAHxT47WvWAuoETnrMNwq8MTFN+fPZsDDwMqT6v0tAZ2E2N/OShgtFF4luipVV5NoYW6UW9FeWsXDcBpNBgZdqGWf+P/w+9eApaPC+/IyKgqjkAqmbmPMmKwfktqwdU5bTh07bL1KORqLJxlyaY7u+w5dcBgVsqLCjNBSg4pcb7GiWNWP9Fp+SQv4xiJX1uHDSz+SLwA79UBSbD3W1VFEV7tOEYvU5ugyftFdmUODssZMCiyJLGkGKhCZUYxh8NIYFefKIGTgWGrH84jTOLm6NHGN8fGw6LMPBnIDUjPitXKmbM6tQEJbpMiigZ/H6JzmzIcEbGjP9Cxo4HmVEDn+VnHPrVVCWii8jD1pA9Dl69qcDoqBCqxGNxPTvFH2XemIH8jvm8Zjnautom7ArG1EnBYV2KBOkb6G94RlY6fZznOC5Z+TSODQB5r6lFquDbTrO1zuerzwwBfTvNz3CxBa23G207ilVCSdc8Y5Y2laUOHvEHBQtHumaSKpHwnY0FlUrKJCRRt3zpktpRb7wLSBjDRbJi4J/f4XRM8sXs77s+pGqd2cxyo96WKn0+qByFLJ990LAmyY9jQDZtJ7GpCgnDMcTJvHWfgD83ioppxSRUUZDwOgU0u/iyynueu5xhoLbu0J4NjC6mKsEKs/I+mr4Bhh6Wtz1PI3rEo2gFbmmTAqhq5ijqXGGOiHXWeyV5dxuD1ie8s0TX+mse+rpwXFwDY3MoXxQPrThW0svF3f4YX77aUWNSQewHIfyagA5rr0BINKhmVarItw3/GEhxBTSFpQe2rg1d1ppMgCQlh0uynSxWjjhtNFNSoI2gfY1KSlFF+RP9zTqAB7PmuJVzJ++okJZW43CLV8eG0N7EnOnuVEWZTZZ+7Gah1JGTjREb2qH5cP56kf8dnevVnTnExdF/J8lnzDRnDMAt/SS2UpxNXEY+OR9x+N+wMxCie1Y9L3OI8T9n0moGsg3kCiOQuDZ+gqJ1N1WhS6oAYMaMKDloHH0qU0sBHQ69VriyCyovRcYEmxZQKuqd29KcFeQAf3NONiIErjbtlsxSlTUz9Ed2sNMwNsNDb2xamgjIqpYFMAwJseuQQA/NYnXsSXfvoj1TWnsTSwF8ZAo0HIxCttwL1OT7IjgYqBp/Rf1oz8zQxHXPuNmUbFkhpjAOi5MbgjwA+gnwOaEKXFiuo79ny2sajMMnmMIZGcFrIIcltIttNYlmmN97e1lmTK3bUi/phaWkuX+37RC6jFNONf9ohykWdpJ7Sn5c73MqKxBQPDYK+m78L2xcjiRRFdTZFr7ayXVT8s1o8JTm5k8XBtI90foGxXfnvKYIBxDqR1fHMecYn1PGHnPOBXUjlPU6HDxZxAC4yiQZ7RsL8ZK8oAEvg+bdhmlDmp21q7ZY+o13F6bhcDYVSwwOX8OTT1owD09eejC4srVQA1gNgCcIktp2paaCwk6GuelT1O7UhS6A4GQyLZbAXrxyhWkLdWRsV3hxB+NYTwnb9bqn0Ac+oHoywr/W3xFrZZMsRVX3i7vquiIMv9yS9hMSrSIXkrY1SkCaAyKpL447zgrmaQ48Wq8oedB7k1lYMyMMj4aHS7AbGk1Cdl4+uCXrIMAEEILUZFnS6y7+vUD4suqFfxUPrTaKnuBHY0imArUVfzxzv8FQPv6bsx4pSXcuSH+dpk/v81maNpz9SipWr6FlmUVHPCOGwt8M3qz9dM3R/g5S4BXqHCqwwU8whrxkAV+XHG3yqmyUpFAvE30L4vY1RohznmcbLotsmoaBQnBXjZ5tTSc8tL6B6oseCs+Q2MCqY5YYFd1Gk0AOg1t7cGBkxGBdkXz+NY7aFvefQa+6HDr33kufrDQTQqCM3f0sxgFFvrnOnoOWYDRWmceVOreCgG4WisAVapBVhZE1vKk8Zyryz1pg1AX0TpSDRTHT8BD83+CmNAPZcI2GKKaRq2EEv9SBUG1LTZ81jmVhsUZyBPsw0zG6G2I2zbMp0z62sGjqKk5eprnq0ZCzgBdKeCVk7yNCoEo0Kbo9oa0yrrAE7QZgOw0W20zQ4EELfWAGOOAfx5Ar7tJJ9ppNXz1A8u5miUDyWfZ1VYo0Ebsi+OxgcMBhBi2R5a6sd+6CobcFAYFclHKJiBRuUhC0CnLB7j3NAETVk7EPH+UZlzZqUcjfUzX/Px5x9U5YNPJD1pb+yLKwO91Kh42cQ0p2n6CgC/D8DHAXxvCOG9s07Fq761ThIgbUzla8thSJ4UL7E1/49iEKrR6o2MiucJo2KtNc5/+HsiGphKy+TRW1ujonaKbAZGDSQsj4c6meU9gbbDnDMM+I98IIwHQK/6YanYaiWMWGUXu3womvtzFNuO3m4pFZlKbMnDxDr8NYP56Rcjo0ICFXbVjzL1I83vPHrlgWNa1Q8rH3tiBltjdNWK3rIqGx6jQkv9YAaMy6gYawopFyi1WUitKL+mUWHNoR1RP58mDt4CPApiRWOt1A+mUXH7YlDzzxOAUaV+EKBF1YHpuhos3RgJNCNXzAk01gCNFBnnQDo/2Ll0FCJ5QIxuv+21t/BrH32B3K02sPNIYz3++vr0ncqy2bHZFNvaYLb6M8V6s/+GNRACT/04Zg5vah5QIcGiveIQAU5aQGM51nQN33eVc09j+hlChcAGjQqjPOlJADn5/XVmWmmUs3SvvKVnnfb/A6Htm2zd+cXyGennBk3l0H1SZc3Y55LGTGPn0pLupQC+p7HUUTko+lXamjFTEg37fos/0BOA2Op/seupYKo+p7cCFTozMH1Wmfqh99f20W2BWqMyTeM+usw5xdbS1qMFWLMUrgfHsdKnAHglRmD93oVt39fpSRYTzy7VTmxRDXyzwDEWJFH8hxCiTgtPl+L3T7/Zv/c9P4U/+N/8RPHekbB1D8QWyvsD/98yKjBN00emafoeAH8KwM8D+PbWa1+pxg5/Cz3qaf/5XvT+unI1T/1gGhUzckc+4NDAqMg1KqwcrXif+NnJ0EyHww2h2DInwSxPaiCEDNhorTBgH+Y1EBLHpBv9ewV40DQqopOjI4RdQEVb5vnqvHUdS/2wc3tZVQ71/grDwKKSAXV++Fa1dwB4ZmZUPHy1VqbR6KOp3bspSz/eWhgVNZimjadK/bDohaHsAzh0RIJ6r4dt3ZgBZqHwQHSCZSlBAHgwI+dco0IXMKpTP3gubSutnv07Na3qh6l+3ndV6UrLwGMGmEWPvBiiaDADcBmj4qHLHZ69x/PPFwckd1r6fhO4pzEqtqxhj9atlpkj9+eU1vn+7FxaNCoYDbyMPKf2lkev8f6n7pJPrxkVLLr6UgVubQYGW/PW/es5rRmEjPXj7aNcVM9I/VCYk8cK+NGcQK1CAqf7eky/mh5sR6trUpRxbtOStcmxJuNZnBZOWa7Lk9rgz815rKp7aX3z+6S1xRgYFsBtpTNZDINzI1iXvkshQOucS1pE/4bM0UVM08hXb2JUKGvspQoDcoZ1u21j2U5Rw6N9zWgaFeycB/wgj9xH2e9lM/H0c0PTQlLcn3Z73fIfuoC7D874e//PB5f92TrHQgiz0DZhVNycq4ofgF4pcbEZs0sWf4lqJ/HxA+1C6maFNS3wuuNMLct/2KI9lM/BDz5zL/uMadaoEIFd8oxTY5p+Xlno1JqAihDC54YQviOE8IsA/jsA/yeAJ1qufSVbgBYJ5P0tcZjW6O2K8tf339GqH/NYN1JsV42K1QncsTzOrN0/nbHvu2WivFSD8FQY5MtxqPZvFkKc+0/1PrZJfEajPgE6ZVOr+nGYIyeMEirzLAGl5JSF8lOwS3e6KKPCYGCw3Fs7uh3fuSkMQgvR1csRPT1rVDxynTMq7KjA/dO5iHBfE0aFlZscafLla1bVD2YQWmtyndPZcAxwb1lj5xqF137jy/1gMioO2eFgiR0BM+pdpX4oBpURFagZABsZFSPUSbcfOjygucm8/62LOj/covAmnRMGOJ7O40JvTO3OxQ7P3z8q4ob1YcsZCfrvq2lUWE4sc5IBnUK6JTJmVf2gqR87/XlKYzm1N73mCh94+i51xmPVj3WOhhAqUN9yoraWZuSAOOmY7h/4nLYMQhaps9YAq+YErNHB/Jmy55O3swAnmVp9Gj+3UzgQEs8Ba46Wr1nPZ+jIGjDOGQYkWL9x+g6sbLPU8AAyTQWNAXAey0o2DqNCVlhjqR9Ngq/sXDJp9etrZnUsxqgw7g/MVSeY8KOV+qE8zwqcNCqjsNEs5/AGJh5NT4LtpDEGtDan9ZRKfoWmHcPOee3+y+dM02z3lkAFq0YF6CweJd6hAAkcjI392/wBz9b6yHP38W0/8PP46fc9WY5f3Sd44Oze8cwZFYOiUUFsRmYLWc/T1EIy/JmKUGHYNoehwzt/4UP4lQ8/l/W392lWztQC31hb9Pkqf6l+xvKafN0PRAyUtVZGxf8A4GkAf3Capt87TdPfmKbpY43XvoKNlXLUf8StVTzYj26Jz+wGplGhH1aWRsXdpU73OjF2AzcwUrt/PBeI13I4kLrA7QhhQ/8i+hybVWGAaVpwBgaq8cTP0FHyw44bGBajAgAtFymjAkA0TKrD1nJCiIFqC0K1l+QC5o2gUaAKyBgVwunS+kc9hRMFcp65d8TQBVzLUo6G8TJNZWSGpX7Y6Ul6WTe7FF895ywDsrWcKXNirfEDMSWLaSSkdZ0b2V7Vj9M4EfVwYsBgWy6wqlFhMDy2lsTV5tytw4Dn7x+b+1v7KFOufuhyh3ECXlAETQEuspXTfs2qJRp4aPUndE1AT6GrwVt9TjMhO2uOqgr9SPoI9VWf/ugVjucJH3nufvUeAzeko29Fn1lKonnOsDVjADO9pruijAfg6UDa/dNnsDWcHDEJNmqUZaAG0FcgiqxhBk6qAmqGxsZG4CGWAK7TpbzUj7zE7WqrMIBVY4XESGAvrkm6SGzfPY/RCSxFs3WKM7Bqi6R5banh03OMnDMt0VsOPOj9KTNQ+82GjgIPyd6h5UnJdx7n50mrfkjxR2VfX6tviXubDAmWzmScG4x5CKgP6GLocRpL5p7F/tTKNqd1uhvKz7GAChatviBC8Na+2Cm2KKCzfmr/B3P/eowvVUcFwFJhxxo/EIO1bF+8fyzL3q/9uUYF8zsooG+Mx9In08RMgY1il/MbX/fXf7oYu2lLkDWgNcnqSW1h+skSukp/INcBzM4mhQEjW6tGxTumafpvp2n6EHs/hPB3W+7zO91C0JxY3jhQYTs5JBgeP5vcPy4KTv9j909UJaaiuqBTvb/ZpyYXK1dX1zcmrdyONn6KoK5hgaqtxkLulNKvEj9TcaIsVH1PgASA100G1tSa73nXr9fXEKNcReGVSdd1oUZQYTktXV1betI37gOJ/Fgb2Vr6rpwT2pq53PcYJ876eXAccbHri7nklX4EygOapX54YJdGk2dzYqUjrq+1HD6lgRcbe6aMFeUetkPHnRay0XvpXieizHyxq0W2tDlqKUVbBjB3ing7KGKa2uF8+2JXVU+ynKik9M0AMvZ8UpWaZ+/W6R9HwrzSItYqeEgpxXokk7GErGpRrL66NUeTwczTk+oLbDHNmg4KAK9/6AIA8OGMPpra6TxSwJepqzenGBrnDAPQLSAnRdKZDokajaXgmz5HWa4xwM95QBE9Xq7hGhU31Amsr9dEuV0wbUOqy/UMcLeMB1jnaOmIG7+ZwQqJ4y3naAr4sLNpya0WqR+eRsV+6Jb1EzUq2m2/1bap+5vAA03lYEDOfG6Q6LA2Ry/3XOtH6nEAKzgswShgXXdS2wvgYpoUjJ0/ijKalfGzalGwziUi9GdX/SBMM2tOz3aO3FdYuheQ1owCVKRnmgMVAytPaoNdWuq7tu9qjHIt9R0oNSTM+wsWWT5+9TdWUgnuKUDF0HfUUdbSFADOKLeBmXrPokEhEjRL/9bAtDROab9qc5QFRk3AvecMiaMAYlOzgArmY72sqR8N7TNfpvu87G1LzVir6odGOZWT3OpP6aAtkStyOKTPzY3sa+LU5e2+EJSxVGzZQhrIYWhHt7mTE+9fX5Ei75TmzxgqSjmi0TittCoea6S0XBJf/yVvBLAKQ5bXjEu0bbk/FQbcVsHAomIxHRWLgXGxMYdtFX8snRw1TcGgzEqDOY1HiwosB7Qzp63DgZV8tcHGso93f1YL3AL3KKPCcKKAWaDUoCPmh4NX9YMp3PPUDz7nLMFaWhZQWfOWE7JTKuVoc+7WYcDzVeqHEQncG/soYVTcSUAF0alg+4RW3lMte6c4dbqTFnBzLtPPPAMS4Lor1hw9ntucQAuoYAJbwLqOtYg1BSqKqh9Qx9ORNbm8Z0XbG4UZL3YdQqj3OHMfJQCxrbvCnUCN6ccEaPNraGoSLU9aX7+KcrefSwx8s2jyV4cBd2/OFZimp0ttS0/SWCFada90jrH5uZYhX6/ZNaR+5I779tSPuQ9lr7Lvm4CZGtxjT5SnlujgJ7Ct6odVnnSh1bekJynjX2j1JMqjAg+E1RKdNK1/7ejD6L+IDOdii0Z/TUxzcZLFhbeMkrhpmudr4UDEPQ2Ch6JREf9qqeAsjQDw9hXGONFtD2D9Xg5OQRnEAC9DHvsHmnowkr1lPTfqPYiOhaQJm+eYAlRY50zam3L9Dct26hkwYIBvGqPipIBpBwIGpZYAmzr142ViVDQ0HxJ5BVoAp17Z+f/la1bk6mKI0WRGBdJSP14Ko4JtlizfJ0WfNcX6yKioKaElLX0evxGpY/RCK1rdKo459B0ud32zU7oazHXtai0qsFcomCz3HIhlCD/z8Wvc1WjjjLIsqHzWYUXTh5zDhEW3tcYPZ6MiAaOBj7oTZUeiag2PSwOoOJHUhmVO54wKEzwkc47kG6a2VbSsJ5Riq7+We6uNJ30HlludPpPmTaqMCp6PXVf9cAxaBo4pY2fjMcU0KQtJPzxvzxoVpRGv3z+VY/4rP/yr1XuMFZUYFd/4vf+M9gcURoUwYFRjitBTLSAnHf4P2D79MsxpplWkm4/xM619VM43wHYEz1P9G0iWjSl2aTpddTsQhoEHfl7vh6qMt+VY85K7OtPvQqk/rzH9WBns5ZrzVIC9GrtAW5Nr5LA9P58FYTTaPrAGJfJ9yFrzy3c4tf3GGiuE5Z4DnM2Z2lp5JQMnSan54ppzKdIbhRbbafi8Mo0+R6/3NRBoB83iizcErNMdcaXqBxEYvj70CIGDvel7sD2UBlU2gJPR1uJfgFXTsvbpix2xnQwnkDEqzOpPhNEMZIEVseZvXURwj7Itl2e6vnalVA8D9H2ulqKywLTIBm5l7tmpE3X/3HZc39bPASCJ3JLnQwISQKrAVc/pNbiVj5/sKcY5TBkVy/O0+pevT4A6SdNcuMzSq63A5b6vNTniOab0V1M/EnjbnvrBzrKY+uHDBy8XUPGqbCHUUQEz/z8oDAzwH/KSHLYeong8l7W6bUfcYlToTp2Gukr6kxVJsxgVrfn5i7I0MZi13+BaoMaWwdx1Afu+Pjyt6KompqlFWgB9w2eRQJa7auVBxs2+Pmy1jfihy/0iUrn0N+7PogLjaFFs02ZcHia68KOV21tHV5mTnBqjPF7sovhrkfphzDlO6y7fyxtL/bBQfmZQWeAeo9V7GhU7RRAqjbFkVNSHYd6OIxPTLMGilnQvdnhqFQ+igGv7mmQaFdacvn0xYJpQgIeWE5We5D/5lVpW6TTWqR9veewKACrWBsD3ieU3Ppa/8ZYKD5ZBe0k0NqxUCEbrZhGi1HYkmrkC0Dr4oznW8nkCOaDJn2nNqCjTJC1ghlFyLQCdiYF6kbqrfV+N3bIlGOPBZPrtOodRUUeutPrzsvQj24PSeKidojAVLScwBmFqIERrjClnsV1XUWKWnkTGo7BCmEMHxIAEwHVsUsRv6EvgQabS5O3mVFYWYXaHRWNPz5kJrLJHlNZXXi3KAkIenkuGP5PZEhZjAzCqfiRGRZGS2OE1V3s8+cKDqj9jDKipHwqYppfN1oNUVyR1wgLQDwQ89MpgA+Ucss4ljenE2BGAbd+fFwB9/Q2u9j3uHs+CiWcBviSVxlhjvCSubkusgdG2/vkYl1Qfx39gQtVALdic9x+n+nszMI2xtJrOYXIuscbYvfOHqCyndEbmTPm4T/PPiLYW84l14Mf6XOkvmRoVJF1ES72R7eUCKrS1+Ao3Xk9eG2xHDEjLwGPlQy2DZ88MqjRSBfXugs2oKIQHL7zUj/OSrw1oQn9pQPX1XAxH78/KolmHJ5CipbUTpRnMB4p6W2KavErFidCSUrvaDfSZMqOcOV0WtUorH6ptNE88con3P3VXgBtG7jN7PobYKGfZGBoVVuoHia5aVT+Oy5xerwkhzCyMNhTeAh44Q6Ls493/gkS3LXAvRZ9bSwDHMXFhvaUyTfZ8tMjhcs15qpSZpU6IZYykSxnF02IJUQ0GI/pcO3X6/VOlo1ynwnKi3vGZjwIAXpNVn0mNpX68/qFL/LF3vLkoq7v2r/cJXrbMM6bqc8Y3gNsc93QOtArQmqUflTExWjHA072A1RHUqPU0tYFpJ5GxMNaPBaCvYqAs1YV/4+sDYVRYTggxCK19WqPVJyNOXne173FXOeflnNaqhGjg2AL8fJKaHJj0Pe76wEWqdfDWYP00RjMB7tABq6NP5+d8zT4HJ10xzVEA7joNn33n5Ijn267Fvl1SqxrZqI9c7RAC8IkXcqDCA9A5rZ6lfgDAo7f2+AQBKhabumBUxOfPgzz1WLS0YmsfvdwPFTPWCtpojAorVQSQgLJx7vWcMa2BabfJvl5dk33U5b7HNCnnBhmPBqDH/gRIYP6A5f8sYv9tAHGxhyGI/vyZauVGo2txGwAAIABJREFUR3LGABnLQ0kRy387xqjwnmd+r7y1snuBBKaRD8C6N+UB6MkAxDWmnwemVZ9LbHWgrepHWTqbp97I1gRUhBCuQwhd9u8uhHCVdfmzLff5nW4hKGKaWqQrGPXnySVLpOsmPzx1xJKXgdP7hxDm3EbdgMl/9Ft7L/VjXPK18/GUQII+HqvcDuufNtbn7rcdnkA0YMrUj/hXNZgJY2CCQWVSxDS1yBUAXB04C6CVUWGNJx4O5WvWxvGm11zhxZszns6E/jwGyfE8Vb+ZanBSlo3ePzkgNPVjnCpq2MVeZ1Qw3RWARFfJIZIaK1XIDp3U7KofzMlJ0fMyahIvIF8KUbekqggBHayjol/I5+h6nVv1g5QnlQKr6/D5HsRqk9upDXXqiiVCppX609ZMcsTzyh+WE/XQ5Q5/9O1P0OgAS/0AgIcv93ju3rFiO1GNillwSoJRW0oGN1GK83VjfN/bFxFgeS6jXVtO3VpRoc0JBAzxR+V5LuzDG+koxEo/0nGsqn7Mf1tFm60AQN9Fxz1nMFj9gXjWs7QA7YKdyqzj9z8oAG4CceTvwKLDyzVM5FmprMOamr7lGLSMMaA5FOnckEw5tbrUYSt7lQO4zKED7NSkIzmXfDHNqUr9qO0O/RxYAGIGvpHvuzIqagCataHv8PDlDk+9+KDqb0VjGSD+QAEqHrt1wJMv1Npeayrm+tqenKvrmPi51AXu1KlzaNfjnhRwBb8/oNmWls5MDTxY51Iq2/6MYMhq9gED6FNj4o9XuzqdyWLNsGICFqOcMaytfXTouG2ZPlu2Ukwz9deDQoAOpp1GBZQl7MN8XGWagqXlpI+/ZDbqa5ilMMZ/62sy7dF59UcLEOeAte0/0M9VNSoMRsXsL+XPqie2JWutjIp3AciBiSsA/yT9Y5qmf9x4n9/xRkXgTKdRbnyxsYm45qTVTotFRyzzLPX+6TOYAcPqq6coxX/5D38FH3j6bnVNZFSUhydQHuYmyp+ityI3XOt/ZzaYS4divr/yhW8dBhEp1TcCgKPeUVNBOXxIf0DPBQbiJqAzKqRBGHOHZXqPmvrRaQgq7/+mRy4BAO9/av19LQZJQlola0al8GpVP9zUD3Z41mr+lzOjhTnWWsmjugJAbBajgoFpUpwKWNcAYxiw+/MqHjbwIEviegCyzqhIRvb6OWsZPn7TCBaV49r1JRBiMU5Sf1bi1kptYPXqrbzSB6cR3/sTv1GMSZvTj80G3sdfKI1s7f5AiohzA49VqbhzOWCc6ugV2ycYM80CZnoCRFnlTBdGhThntPvfIQCx5dSFEKqcexdQ3teCpgBPpQH0iPX6PMv++6F9PLQMtsOQkLRuy2AGEoBOmH4GOMlyz3UwijMqtNzqq/3AgRNwmjMDAyfYFG2WNmtXl2oXKqSaCrADDEOVAhj/vhQxzV5MuCsFSAN4WWgNXE3t5nSuxTRJiiqgMNmYzgz0/ochpkiWc8JeA48KIMECAwGdRZJek07No7cOlFHBKlRoaRAwRIZV5h7vzlM/DCCBlvc0nToipmmM59H5HHtSCLVrmlorU67W/VjYlnnqBxEw9gRWVTFN8qX5ubfeSzZmW7Y47vnne0EhxlYEdEbFoOx1q5bN+lrXRXCMiTC3n0v68FfbtXzdsu/T754zKrw0W2bLWQEJ1m6UoKKnUSH9gaHrXlaNiotpml5I/5j//8ro/6poAZwaps3yKKYpNz4dnWK0d4uaxIQKPQPpaj8UeYeppfz/fILlBve/fFIBKkh50tbc5DQJJbVNG/9h6LDvOzx3j+kL8CaVjT2Un0X2LAPpoERCmOZHalf7QdGoqB3xtHnLvDTt+9LDwaAjptzS5yvaO+/PBUctxJWAV9ANSM/AqytO6Lori0APo4GzfHVDoyKngaeDgtGQ7yzRZ8biIXN6x2jjqT9vNYvHBjaign49R0fiJPcKTTs1Vn5z18fyp2lv9NbYnuSfW6kZLC3AE3gCgP/qH61il9Ok08bf8HAE6z70zP3i/tocBYDbhwEv3JwqhoRWpSIJaj4noldUo4KsMQs4YQwVwGdU3BMGp67hkcZeA8SmEyLK6ln93/jIJT7wNCs1qoiW9R12fagchTUSKBxr4ehb4CFlVBj9gRrg9lJdJDBg7RGAwqwz5sSFmpKoa36opQrHkYKTrSWAY9SrdvI9Jh6tKsK7r6kfIlVBm9MhBFzPlULy/oBCG1dS4rSKCpbWEiu/SVM8i2tKNiFPUY1/OaMinWN5fx14CCHMAZW2NGQgpsLlTrIHTu7naKzcQ1eNipL2/ej13mFUrB+kVv2Y9DUcyzbXQIX2hZmYZrwP738YepzGqaryoK+Bec4VDAN9Tl/selzv++oZpculbWmJ5ad1lMAMgAudW2e9Vo0K0II2TORZX5Pp+TBHn7WCUVGNhz9TbV1K3Z61f/rNalCZfY6sUmGmrhjVpTg4WX52fo025xJztdCoMIANWU1r7c+bXvVjttU3pH4wzbqY+vHyMSpeDCF8SfpHCOFLAdRWyqushcCUsXWDmZfYsjcagIucsUuYUKFnIN2+GAonKrXTuUan8sbSG+4fx6LqR98F9J0ULdPHQ8WCRv37hhBw+2IoGRXLe3zcGlCxJRIVDSQFISS1sYEckWZARc+rfpDfQEOZrXSjLcrVOzKHLINwzZuUjArePxljP/ju92f9DUaFVdZN5Onm/TVNC4ArCZesn3nOkd3LKrvG5tCdS+bU6XM6MZLun+rDX9NRkU6gx6LqlTzLE3GSLwjDo7iGOI47kSvqsZaYMKA1p3n5U32O0giIcdh+2kMXAIAPZo6y1R+IjIppquepFrG+Q9In8rHSqh9S18UAD2npSs2pJmvYMuDvXNQGrXfOREez3XF/82uuiFZO0kfgZsUloV4nELEyYIZAI29sREy0zAMSJK3bAtyBmVFRBCRsp45RbFkFstQuSFUIgKcXAgk40VM/aErihjLVu46LY1rnEhPf1J/nnPohaOkG1ohrwWy0bAlNQFSbb2mNsbTENYiRpX4Q8DZvN6e66odanpRcz7STvDTYawGmeXP6NVf7ouy6B2zs+g7TVO/XmkbF9UEpuUsYFcMMjm1JH9KYh3rQrwb37JLBnD3p6XtJYMMC0B+9dcCTL5ask7NiU98m+3pqCVC/TYCKu3TfIuBYV1c9tBgV7NxbLiffmae+z59tpGUA65zx5qhWVW6cuG3PwITYn9uMskqFZTux6klWqr9WYa3FdsqrfsR9l/eXAYDl/gYAzT93ZlRsqPpxJOdSFNO04KrYWoGKbwPwd0IIPxlC+EkAPwDgP2q89hVrXahVnK0f/c7FDs/dO1a1q/WozDbE0irPoxkAD13uCicqNYnYy8bKQt0/nQvkDUhltth46nsuGzcx8Eyg5X478CAp2q6oGzEALDrfYeCRK61ePRA3gbsPuBFZOYGKMJ02Ho3F4yGctXCfZpCzaK9x2M5O7D98z4ez/j6j4j/9O79QvceoXlZ99YVORp7pDQEGuIEXXy2jq/rhsETO75WaH4BCsSWMCn+O9lW0XRsPMG/e41Q5gSz6zAz+vB3HGiyS4okuo0KUQvRYUUwY0EofYnuVFUW42PV47NYBH3pmBSqswxZYn5NM5TgSxgmwAlhybKwWuLYmrVSg+xucxqQrVKd+8CvS2FnKneWIl8y3+Fd7pk88cokXHpzwzF0J5HCGCsCd61XcsF7z3KCt75siuUfhUGj9gbps8+h4gZJVtzqBvD9NDZi2zQlAf57R6dJTP9iar7WT9FSOoa9ZP1a60b7vC5ZW7K9fwABua80DkcrOym9qwnSMup/mmwSVuy5QIA3Iq36Ua/6GsAtSi2KaOZhZV2lZ15jutJSpyzagfCXANI8hcdhJ288BrIl+FbCW+ZXR1X3fV/pYAGe1RD02LT2Jj5+lfpjC3/sB947nyr732ahtjAqmweAB6I/e2uMpmfox1c8HWG0Vdl6mdOnbhxWouNzVAqvm8wys4oTBhGRs3cU2qC+yNPqs9Cdg3Z+tNQPoVeU0RsVAAn+AzmqRVSpMf49UT7LSfl9KCuO//4VvACBSP4zU991ANCoM8E2r+pGEomtGha1RUQUk5jWs7aOpNQEV0zT9HIDPAfCtAP40gM+dpun/arn2lWwhBBrZUxHm6z3GqdwILINwLRvHjPhPfqEC0eiUUT2Apx0AwN/+lncAqAV6gBjFvhBAxU44IaOxMC5JrrS3cdy53BUGs+fU3TqUuc8WcAIojArYBuRWjYrr/YCb81gZblouMFBTGLXv24WS3gk4CCdN17HyLEmVCtgov2xWutTjtw/L5iQP3NO51kc4EMGptf+sUSE2x7i51ig2W8cMCEk/G2VUXLDDX78/BX7mvyYtekN50rSZy0ONaVSk3GSt0g8T1pPpPS1pAVSpW3NCiGCqNafZXmUxNoA4754UQnCWk6MppjOdGSDX15HARr1PWCVoWbsYolN3Ek6Cyhpjuc8GM3ARMb5XA77apHvDQ5f48LMZ8DP/1cb0+odi+s1Hn79fvK6JaQKpxKfUqODgpBQrtM6ZBK4WDIwx9adDwWFXC+UBdjT2xRsCoG+gIHusmadevMF3/oNfLl5XGRWHHk/fPeJHf/mj1XuqyLMcj5FiyNilFtBCzz0D2DiwaLWz5q/3Pa1kozUmgKpVVAD0dJoEgJWaE5qmwnzNecQ+o0Efhq5e85aTNr9YlpZM79GPxK3DUDqlTvRZS6/SWUK1xhqwPgMZfV2qISkAjQSLmNC5yfrpu03pSVcE8PUAcaBOddbXQNqH2oAQAHMJVwWoEM8nVa1iuh/PL4yKtVIVZ1RYtiiveqgHYBjjJN2r7r+INpNUCJdRkYAKB4BmtgcQ9zor9UPudUyjIvU/jvWapGnILC3XOMfSS/lQvDX5XV/3BbjYdcWnW7siBawnPc1WY0emdVezn+2qH9JfWrWEPgmgIoTwlfPfrwfwNQA+C8DbAHzN/NqrunUhbkq1sCHv/+itWtzGMgiZGrt1mPA6wqm/4uhf7CjVi4nkAcDb3/IIAOBZkS4yTRMenMYlIpzafujLiWscbnTjdoCWmPrRpjoMxMP25jQuh5sviqaojRv97x/HwigHnKofRFE7XaM5gdIA04UHubCelYMHbEn9qFkwo3E6f8Zj12u/BcXW8/9DCPjeP/52AMA//+jzxXtMWO+SzKG1f0JpSb4606ggY1pzn0mVDbLb3aKVafT77/oIDNxnjArDiGe6NGo60EJlF7RlAqax3OT1cybqiMsoggec6GKmumPNwUPen6WtWHMOSPnSJXhlimmSKgOAnqqgAY5sn2AGG4zDfwHrKoFb3p+ryRtA0a7H0AWFUcGveePDl5Xmh9W0Utgsmr+Mi+SIszkN1FUzLAOVMxVbzo32VJcYbW9jTgLbqz+lvt/3U79VvM50ftJ4AOBbvv/d1XtMd0WWJE7jsYAWlrriRVdvBKvFS5t9IGwJCz+PGhW1LWTpe927kes3pXjWc1TTMFhS7gg4ydJygTn1I2dUkDW/ANzkeias56UzqRoVGvAgBGstpwvQBS/TPlwBFVQfS3cC95R1os8hVnnFig5rqRBWmnAcfxs7lqZ+8K5Lu9zXZ6VWpWzXd3j4akd1P5LAZq5RkWyhuwLg1tZL1xHND2MN78m5Z1VkW4EuZjvV98/PhNTPS5u93PW4T9fwSMXU19QPnpYlwbQo/sjOmXosLCXREjNdqn4U/TH351946Ds8en0og1qGbaAC6ObOW7clHU48H7vqR62dlGxRrWpdah6j4t+a/34N+e+rnWtf8RZCwDTViJ/2kzwyCxU+JfL2tIWd8oIKzQYr8mNoVKj5xpcDZVQwkbz4GR1uHYaKHpaewcVOOoGhMi7ieOoBXTAGyfxXe6a3DztBq7eBjYXKPhvAXlRA1ahQLvj8NzwEAPi+nywNQotRsVZHkQc0r2oBoDKC9Y2VKEvDzxmTRrlV5QSQLBjdCTwMPf7Cv/u5ANYDzloDAPC2194CAPzGx18oXj+R1JhLIvCUmp36QRx9MiuuFjX5OvKmlcCKOjDtNHnp5FjgXurPgQ3en5X9yv8tn88to6JF7F+LaQKrU+EBD9JpcVNdiEaFRcn99q/5PADAFz7xUNZfvz9Q5ydbjj6wljesGBWKmCbLL43/rveJFEWoNCoMfQSAqMM7Tp0EiLXfK4RQUWA9EbI3PHyJjzx3fzHC3FSRfQ0IAvF5atpJDFRmLCGgFj0ejfFY6vP6udFVYDKgg0taKor+G3ODUHueCSRK9O7UtKo0jP5dXlN+zhVxwi1gIKZ+SKfFiCYv0dKNAHojrT5+h6EEoA19LCBFV6UYbvzLnBaVUUGqUaXv+Z+/8xfpZx+FPpO25gGubcQ0KrygUJVi6IB1MgDgRauZxhqQlSdVoquaTojcJ2jqhzEnmN6YB+ACUpTYAIgHtu/yvsB6zsp9wrKdmKZC+gy2jz6mVFJ5nmhUXKbS8UIEWE/9CFWVxHGyxUYBhV1K+i9ATrMY5fpqeqRr0Fn3yZhteR6nheFQjinN6TpYCDAxTREgaQhMnxr7L0LwG9Y8gKpyoLVP7wZe9WMjTrHsf1paMWssFZyVfGXNAyqenv9+3zRN3yT++2bnWoQQLkIIPxtC+IUQwi+FEP7S/PprQgg/GkL49fnvI9k1fz6E8L4Qwq+FEP6d7PUvDSG8d37ve4LFEUxfbu4hFfq1SxO1Ki/tGfN9+P2ZAJOFmHH9Asz9+Yfcudjh+QenymlhP3pqD13u8My9EnVNm2GlUSFp6QZlNtWfv3csnXBAFxJkdF/ASP0QFO02p5HRBXn/r/qCT8PnfNpt/OYnXixePy/ldpjREH835jjK/uthKMAx05hqz+dnlVrG0T9Mfuj//kB2f3tfWn6D+fCzgBZgBZekIcxo4MzpyvsD6+aVmoxOWo4+0yJIc9piLVEwjfau55znBD5++4CPPLtGq7053RMkPv57pNdpBjYT3wRqjQpX7V2JvGlrXjO+tP6vf+gSX/HZjxfRJ48hMVSOo90/fecC3BgnjBOv9MPySwG+T/Bosl1xApBOmu40Mi0kD8iRRrwXiXrdQxc4j9MC0nsGkgSUU2PgZGpM/E5lVCjgGPvSSzrcBtZSLBfJGBWKUzd0GKc18uY5dZyRwMcPrGK+r7tzKF7XUpM+/Mz96rXUmO4Ky922nKih66gSvsuoEL+ZVZI4hFqI3BbE7TeJRcbUjzYGz9KfnEtHci694zNfAwD4xPN1dDtdkzMM2Jq3zpk0bwutpfQe/cRa0d8D66Tgq7dHMNsj/Tv+nuKcUVhpWvnNg8JCsvLnW0vu5uOp2Kge60cGOlXbLIF1paNp2U7M/tMYJwDw2C1eSSUBFYk5CABXTAfGsI2jw1u+ZvVnqT0Wi2ctT0rmtBJESm0R00xjNcAoDaigAYmuBk+A1WaUgGbN7tXPDVY9yWLfvpQ1n8YoxeO1/nH88kfejFOowveajQfw32AJCDmCmh5Q8U3z3+9x+mntAYCvnKbpCwF8EYCvCiG8A8CfA/CuaZreBuBd878RQvg8AN8A4PMBfBWAvx5CSJ713wDwJxFTT942v2+2tBFW0WTlWz92KxoJ/8kPrsKAFjq1Miq2LlSSp6iM6SEijAbw/P/UWPQkLd5ao0Ki6rG10rq9w1DmAlvRbWAtwZTygT0nimtU2LTxtz5+C79Jov8AKOrKKFzp3xWjgpaE0g2wy10tMGcBCXu62VsU29j/b//s+5v6A+tvkOiE1hoAOBIMcFq9VfVjjVzZTktqVuoHK2Ongb1R0Z/pouhOTln5Rh8PEBknH3zm3gq+OU7OMt+U0npys5eVclJbnicpTxrfnw9/x6nbCzFTLy2ArUnr8ExjqgBT44KBMCqsxsAfRulexiMqo8hr8n2CGeSjYQAflEidV560Tv3QH5AUDW4BfIHVKF/XAL9/MohrhoquUdGRiJ3GEpIAujV+ljvvrbGKUTH/9Zlssafn1DEnytJ4+Mtf/68BAD7rdbeL1zUtqj/1+94KAPj8N9yp3mMaFSytwQIehp5UozLmnF7tit8/iSduZVS8QFL6tEu2pBql/pQ2Tph+X/rpr8FbH7/G4wJYSu3mpDAq6JwjTk6igRfRVb0/EDUSuNCf5ljLNWaDdSzQBtQVTlJTUz8URsV+6ArwMI3JBNA3CKnT0usmu7RO7YbjBAJ16oc1p1lK1tmwkR81GBW3DkOpnaSmY/Gx0HKvRn+mzbQ61vVFS4CEzTnyGXl6Vp6GHPvr4NL941h9j9PIQVNNTPOsjEsyzRyCR1U9yTpnrDLbJqMilNVarH2UVaPy7HvWrCqJ+jW86gdQl4eVzQMqfiWE8C8AfE4I4T3Zf+8NIbzHG9gUW/IId/N/E4CvBfC35tf/FoA/PP//1wL4n6dpejBN028BeB+Afz2E8HoAd6Zp+qdTnKnfn12jtvTs74vIibYRv+7OoTKyvDJzQO2Uxs8mC3UxfttR76V84j0ZuRpVoZOBoGbJyK1SPxShP61J4MFz6mR01Vt4i5N8Pzl1sW1hVHg08Lc8doX3P32v2BC0+upAtoEQx7FiVCx5kG1KyxFUEnoi8EXLZCRE+7qf+/poyCa2EJCcIuUCrIyK5++XYJHW0jOTWAKj1Seg7Om7N5XS73GJVhONikLXRT/ImQN1bjzc5P11cIw7Odpv9rbZ+fj1WcPDc3JWgSFxeCpG9tWe526vZfUk8FMezl4VDylmmpr1fCoRY9iOtaQkegyJWM+8NADM/okVda7XPNtHtdxVBhalMs9VZR3n3GjNfV6Ye8WeYkfq9oNkVNhrWIqKuakfBBCM1+vnUk9yoNdUmhpMoyWJlfvWZbbjX4smz88l20mT2kk2xbb8rhZY99bHb+H3vPZWDfYqZci/6E0P48t/z6NV4AFQUu4Iu8BaM0NHUj9MJ42lP9lrXgKaowHkACk1oN2WYGxOrTxp7D/g7rHeR1Wa89AXbF15TQlU1E67FYRJy6F0QOxzqQ46Ofv6XF2qrqig9weYRkWdew7kjj7fQ1sYFVbqAdWBMWyh9Ju32k4Hwv60xsNTP+xzLNkepWiqvrfcuSjF5lO7e3MqSlQC29Or+q4Gkq3+GjMQ4Cl0DBRoT/2Y3P7Aan9XPoHCqGDgVf49Kse6qwVcrfHI6knWOXNB1ounfxbfk6kftsbdFu0hrVlVEtVrzlNl2++UoJxsJlAxTdM3AngHgF9HrU/xNS2DCyH0IYSfB/AxAD86TdPPAHjdNE0fnj/jwwBeO3d/I4D3Z5d/YH7tjfP/y9fNtjAqhGNtCQN+87/5GUV6hLXxhRBLYJVq7DYdFNDKqPGL7ixifzWjQpskMdpYTsa02V4M9WZGc3WN6B6lzCrf+XLfidQY+/6Suv+SGBUGGJU+4zxOxYLVaPL5ayxfXRrYTCzSikQxqpot2BTfkOrq1sb0tV/0hiJ30RPPuSXTJyY9dxvIjaraCZFOSzrc/uzffS9+4OfeX/Zf6GTCsR4UMU0yljR/SvVzHYQCdJaQDo71tDyp1l57O0bdnr4rafX6+gXaNSquD2WkcemvHLayzNz6ffn4q1xm5/lwmrnjWJMyydYZuBN7nCe+yRgVS9lBQw1cGjArC6MWjquiycpYtqrJd12YKx60qben8cjoJIzPkMCMF63Wyr2exmkxPmRjhrBm8FSMCmf8uz5wpqIBcPNqXbwtwnHn+Ew9Bk+az4UDYowfiM+gSjUyUmmkJkFqLF2EOe1W+VBm0FprktP87TUZ56hIf7LWvGB5eEESlhKX9gxGUb7UUuiUc6nSKsrazWksSvUtwozH8twGNO2klKrGotW8DTJ6m+6vnN1L0GMszwGv1Hk1R6faDgKyUt5a1Q/xMZQhYelvifkT+9vgYRx/aX+3ssy8/uzM8FL0mLO/6KjQ9KRBFXyV+gBD36ELpEKclvoRGIvKSt/i2kwAn0OW6LFWYji1JfWjwfYAag00LVWe6UgAeqW4napRYQC+BUMifV/St+9wGLpNgsHpvTwAYKUYMjFNz5Zgz81ipmnNYlR8UkBFCOFd0zR9BMCPTNP02/K/lsFN03SepumLADyByI74Ausj2S2M19mY/2QI4d0hhHc//9xzAGpE1EKnZB5tTBXZEhXwKzaUOUtp3Pz+K6NC1qvXDZihr0uLLakfAnWVqsN+NLkvUmk8IcFUik/mw2sXyDKCjg+Iwy4qRdcGoX7NygBYr1lVbOslwShZ8d91JIHWhzecKGYcWRtHynuTeXIWkBCVisvN1TIIJavFAzZWJ0c6dTWjIgcBP/xsmWd9VCJXuz40g2msQounUVHn89tOy2HX0RK97rqXtHHl/otTrTjJEnC5dajL8AF65GovoghbSy16z0cVuFX6pzHlrBlvzvUi4mtV+gG4uvR5WfMMnLRZLdSx/iQMYA/suhaCqd65JAFoT3hQprd5TmAqiyvnXWQA8M2IUYs1Cul+Bh7Svu6NX6ZaeGus/r3WMfL7CyfEM5hJWujogGm7vqsYPEcChqdGHbVpmpl+AkDfEwfHALiZDWGtsTU/v/wN3GjyqQ2sA+oKWR6wcbFjqR/xL2VUkP5AXkLXBifzJlkGLPXD2kcT2HcUexyg54Hvh6BoObU51i0MjNhf7InniaZVslLqgO7kHGjVD2sN93hAosNqoHDRI8ieqZFiyADlWNJXeZ5EGHACTGOLBbasVNXLfXRkJRtVK2PMKo5ZqR/yGLIZJzVLyAp6UCBnHhobU75G0/7vBkYVoGKc+PNZWB5EjweoQb5BlMT1xlNrLcW/mm0TKxu1B4KBmamY/3DGvrsnTD8vFZyxpby9iLXzOOrs3k8y9eP1IYTfi1iO9ItDCF+S/9c8QgDTND0D4McRtSU+OqdzYP77sbnbBwC8KbvsCQAfml9/grzOPud7p2l6+zRNb3/44agiLx1x60cfulAVDGVuAAAgAElEQVQ8NA8RldFDK+2Aisk4Bs+duS6yVPlmglnL5wjHFNAZFbU6vD0eSev2GCFSs8GnFEuRNvv+Gr3N+pF5vvqIEDhCuEWj4opoVFgGGytPZTk5IYQq+uw5dTIvzQMqllKO84bpAT/pPRktZayfnJ4onbNE5Zeb2aFiVOib92HoMHShcOq0fMPUpGPtsooEo8ID91ZGTvq+9pzWSjZp9dXf/JorvP+pu0tqSWqaUy0NznXN8/HXpSJTfw34iQanLLNlOSExvaScoxb4xqowtDEq1muOigMS718bVfH6eH7IA7pylEcj7YBFGj3w8GLAC1K9Xe9ea1TMf/U5V4Jp3pwOIbI8ZNUPjQYO1NElwAZ+4v0kcMLHU9PA7TWmpTxa9wdWp8ur1rVURcnTdZxziYEDZwL2psao8trzvNzFMuSn6txQxtIRRoWxxrhOi21rSaDF6y91aSYHCGEsEk2QOPVnjIobjVGxqx3r1I7nUreBpX5YqRYp+t9aMSCOr515CNSaAX7qxwxGkSoezBZljmzqD5A9lDIq9C/AdGCi+L0DzIhrtgLKqqNPUtC8krtcKFkHmK72A8apZqloorvsHNDG03e1zWGtsQNd8/Evs0dDCLUtOv+19COAWkxTaykQWwm7a0AOYbnH78HPD8l6886lStPC0U662pd6aaOz5uNnlxoVvpgmAQMdAF02C/DVWBaUUaEEOWXzgIpvRxS6fALAdwP4a9l/f9W5FiGEx0MID8//fwng9wP4VQDvBPAn5m5/AsDfn///nQC+IYRwCCF8BqJo5s/O6SHPhxDeMVf7+OPZNfqXm5/JfeHEWhvH0HWYpky8xVGfr/PbdcSVLQrPQHroamZUiNQPTcUWmKONAqF6oGhUSDEfN9ViKKMOnpCgzPNzKbYCzPEYJ2s99nTY2hsBsC6usQAqrOeZaJi1kV1pMJCN0to4rnY9jucyDcUTEpQHtGP/Lrmoa38b2JCpHB4LKYSALqCKlh7PJPVj6PElb34YQP08kxEtKYya4KumnCwNTi3fcBmTMDi9NRAZGO3g3iAiLd6c7knkB9BZP3/0y96EcQL+2W8+Wby+MCoqoGI2OCuWk2KQaErX6prcZuDFMUnwDbAWAStPavVn6TRaLXBAL5ulOY51qoLPqGhN/QDqErTeubQXtHTPsZaRJQ+sA2qWB6BH9oA4D1n1qvRe3iSY5lbl6Dtxrsa/rcBGixNIx6OmHaQUtPLcs9OZaiPSSvGUKWiALgrNAHQLgN6R8qTWGluclsaKCkDad9sEZYFk10wry8ZxApl2z6LmT774hVKhLJ1LVTWqvtbHip8x4XieqJgm0/eiThrVU1hOvqo/kBg5+W9mg3UyFcITOt+R3xiIa56ByszRB1Y7gVVUkKCGlXogNUsA2xZahfvyc0NnYKy2ZfkZNiuqTt+y+jNx8SUgQb6IJkauie6yc0CLgnckNc9KD9uzIGFi5TSDabqDevtiLdXcqqNCGSrjhGnia17TqNDmqGS9eVpFsnqSdy5d7fvlzGi5f3wPzUEhqUsTP0M/VwFecvRsAL5aiVKr6scnVZ50mqb/ZZqmPwTgv56m6SvEf19p3jm21wP4sVl48+cQNSr+AYC/AuAPhBB+HcAfmP+NaZp+CcAPAvhlAP87gP9wmqb0q30rgL+JKLD5GwB+2PvwdEiWdZM9kbb4XjrwPSdNOvoWgsqU5D2l5UWjQoppnu3UD7nwllrXQp35clcqXXsGG6Nrxv78gmXjuCmjty4Fucqf91DvMnfYpI33tSN4MhgqKqOC0JxprW5jDrEqIYAXfa4jJx7t/SjAOlNzYr5XmpseCwnQ8s9rp67rAn7oT385DkNXOS2LmCYBKqo8S2M80kDV8g1Tuxi6ymkEDKBC5Ld7jrus4uHNaU+jQjohqTKQFC3TDJ5KK6fBSeMlyJw136jTArDomE2Tr+uZb9eosMQ0uy6Cb1X6jSJuWKVaGAGClwLkXO9LUMBi7lnj8WjLa3qSDSgDdQR6miaqS5OaLKMGrAaWxqi4OclzgI+lFmNN/XXw7SZLGfScQEljX889Pp4kNrpqLaW72/s0q/SjnfPSCQHW+S2d6ksNQFfP1Vr/wlpjWr66NX/YPuoxKoBMWA/2Gnj4aof7x7EI8mi6PQBwtRtwcxrVc2knbCcJWC/9ZyO+ACoIu8By0ng+f2zmPv1Syo2e22wzLfrMUo0Anu6S+gMk9WPH8+e177u1NL0WKPTKb1b7tMlerR1xz38AyrPbslcS4CjL6GrnkgTTrEBtH+rUPMAPKj44tu+7lQ5P6k/GfifTVVvFNG3HnaVeWwK6TJw+XsO/h2S9uedqVSXEB7jvCja212Tqh5n+lHzQsd2e5owKfR9lFYAAPkeliLfWBvPduU3T9J0hhEcQGQ4X2es/4Vz3HgBfTF5/EsC/rVzzXQC+i7z+bgCWvkXV0iQrDgeDkguUFOE9uoY8yNrJ8XLVuUHF73+9H9CFmlFxHEfc2vGfT1IkAZ02Lus4ewbbYejw9N02RBSoc8bcjUzU1W3JhwfWjd6jLANKdNVhqMT+7ICuncBdHyrwSvt9cwMypfl4Bp7M54fjpO16ieo6jIqQvu9ye7fOsoxwAzaYxvoflQh3XQHABnI0Wrdq8Mg17ByG0oj31rBM5WgFNtTSmOJClkubf159OEiNivi6auAN7RUYivGc2lhUaUw1+Gb070qgy6MvDoQVtVaZ0fdr9hswo3wv8qttyuy28qRAZC988Jl7RX/riUrdFXhO4LLvttHAgfr5nBcnuX3Nn9w5KoAK47ei+fnK2PPUkv0Q3DUso8keC2kR9b1JWkv2HgREwOxFQlm+sjQqJAV8Hl91zhOKubVmLnYdnnqxnSKcwLcacOf94zW90F2x94g+M2qH3gc/3/baVG3pBXzppz8CYD3DmYH9yHU8fz/2/H28/qHL5XXtXNI0KlL/Qkxz0J06mvqhlNIELPsy0uqn2Tn2bC2pVeTdX6ZjpXYeuf2xfmepF8DHRVM5DEaFVp7UO4dPo9inlaDNhbZPv4wpiWzdJLCAfc5qL9ZMNmZrSfDH0jbaDzHanrPirP5DH3WKbs712C0mG2Ovso/IGRVCGqg51RzQmaUA19bJv4f8DfSSvrxJTYtlzSv9rw99IQTvaSEBderHZCC4OeCe7JDJGE/8DvW76ffQgjasncYRV0Pps2rV1WTzUj8AACGE/wDATwD4EQB/af77HS3XvpItPcM8j9ZlVIjIm7fRyPKbo7JpA1yjwkPkui7g9sWu0qiwKLYDMbC18ptMoR+wc1F5dJX3TxtxekaeAbkKjq7PP95fB06AFYzyog4Az1c3GSoiIr5cM05VdBuIBlgpiGNTvQApvuk4CJVolucEyjw5+/4y9cNbM0CcVxXwMI4UjQU4A2NVVxcU26FU0HeBnIE7LdqBG6t+tEeiNPFNi5ILrCi2R2PfqlGx66MuB1X1h576sWpU2E6Uzqjg/dc1355GsB86jFMZOTFp4H2Z3ubNUZtRYQEVtVHeJlpmlCfd1Qa8N6dvHXqRZuFVVOir3GHTGJHn3vy690wl2AvUjJ/Uuq40qIBcU6Fe88AazXSBh77DTVHCOP5V0zAF8OCeM1IY0AE2rvayetXc3/jRdl2oDDYrxbMCo6BXr1LPGTUgQRgVxhpbxEMFY8MrNyr1rkwmoQAbvfz/z3rdLQAotHus3OrPf0PUNHvvB54tXtfOJSb+CKxzhKV+0FKOLPWDONVemu2uj2nLrYB4nc7k3x9A4ZimMXJGBU8V0ZxTNp+tfYuVJx0nG8yM45H2tw78dAH4q//4n+OP/c2fWcbuCQ9WotBG/0uSXqKd80CWUkY1GAiA3tfMOl1/Ls1RYbuqoyeVe+a/1mc8IIwBtg/ducwq1Yk5rQb+CKPZKqW5F2tgHRdfmzvBqPC+b6Vp4dhCV/uhFIJvCLx2IbPV3aAcB6xN28xI/djCqGC205r6MbFLltYEVAD4jwF8GYDfnqbpKxBZEh9vvPYVa+mhPJ+xETwqzRJtzyL6WzQqLBo+WxSekwDUYEi8B4/sAXUZL0CPrqbx16q6OjBQHiY2Cq8xKrT7rxUPhIGqOkUlo6Kl7jCt+qFs9PmYWNUPtvnJ38s08FiqiGewVaUcPfCtE7m99vORqR8eCwng+ecWmMaiq2dlk90LetgEf2PljAr98Lx/OmepLjD7HwSwkZoayZFAl+Pk+BoV2pyTTs58PyX146bVQBXAmBvVEHO65bBlRrMJvnU1BbMFgD5n32ONlCopX32t9cMq2QAplaCNWXdNjE0PPLx1IVI/nDUp8739lMc05wRjwGiD0L5ZKPJGCh0r8Qywqh+CUTG/rlJsCVAU+/Ox16kcDhBS5fPP41HV20tgoO151qkfxzPPPQfiPnQepwLc0ICfBI5V0VUDTKtTySzAvWSQAP4clWDIOPrAGNB+DjzxyBUA4CPPrdWlrNzqz3/DHfRdwC9+6Lni9eN5RBdYlQpeAphVr7pgFRLmv1ae97YSveW54QHiUhzTO/dWMUp5znNwYAFnqnNJW/M9j1Yb9jRjYGgzYidYY/OnqGsghLB8h5963yfmMTUwAzeI8V8YqQpW6ketUaGIae4kYK0/H8r6cc4NKejrlrXeD6XAsOH/3CkYFavtChgaFfuaBbPoIJGLdmSd5Z/HgkJb2LpS00KrJpJaTKfMnw/UsaeWp1RqbKXUmJRAi36YbJptCRipH+NUCRKzSpistQIV96dpug8AIYTDNE2/CuCzG699xVoXIiL6/P2SXmhH6uRmb280ddUM/Udf0KMNucPpOqYGrqmryzJesT9feMvCPpVAQiujwts4LsTG4VZIIJFPQP8NKkaFMx6AVWGIh5eqVq/kUWlKwnXJWkujIm4c947t+eeVcNxoz5+qgoETiUrrI33dFkbFIPLkpmkWFNOACsLASIJQ8rvIw8QSeAIIvdDYVIFoRE4TKdep3P+gCBVqv8GgRq50FB7gwFgIilEoywYjX/Nl33SQVBUetOjqzNCS+fw6Y0DsKfPrtoE3G81LhNuORPWispE3J3qyhq1IS3y9nVHBWDYWi6rvQpHO533f68OAJ1+8wc/9i6dif8+ArMbTlg5Xld80EHQJPHgMlVietHwtOY6qRkUjYH0Qe6Jn4O2HUlNhTS3h95d7kBdgWConCbFRDyySZdpMRgWJWGvpTBKcBOw5IYUuAXuOstx5r+xdraPSlp60MAZGu38q5Z3vEwujQmFCXu36pSx3asdxpLorLPUGWOdIWfVDL0/Kfl5mc/gMiXIPdbWHlDXmzennKwFdBbwlGg+AXfXjQQE2pvEr858wMCLgawM5MsXQDkSWv7sHjlUsPOf+y1lMBBfZdZeaRoUipnnopciz/nxkymYai2mLSkaFY39fHWq2MZQxpfEAtUaFp4/FUmmoaLaiUaHNPVk1w2M51ZoWtq0V9dXaRbDTGNM4vFSUpGeWM/S9IEnStcibxfqxxDTrqh8JPLSB/Fag4gNz9Y6/B+BHQwh/H0p50Fdbu3UYCkZFS3lSYN04vDzIOr/dyFdiuefOeNJ1raJuQIw21uIwHFWso5/xdStfnaulK5vfUN7fc1pCCEXVEvf+lUaF3R9YF9conBY9+l/nt6d/082PCP2pCPDy/MtnagoPEhS7BRFdnim8jS/+XSmket/UkiL7Oqb4VxXW62phvfOolIftS8c6Hv76WJgBDDSwcqRjbdEXWSqEMp5aBM4+fFhqUvz3ZIIt90WURacv8vx/j1Lcmo4lc3tXJ9A32HLH0Z7TYo9zDEIG/qzlSZW9Tn4G9CoMVSUeYw2HEHDnYiiiGl6KYXqmf+S//6cAXgIl19lTdmKNtRhI8lzScvlT6ztW6UePXAFZ9NbZ12V525dabtQ698r+9nhkme0mVhE552PuOd9D9yQCqoFFlYAubLBLpsMBtm1zGDqEIMU6PU0OlpLon9uLjgp87SQZ4bbKkwIR0JRaVCcFcE/R5EmcYzcLo2K9hv1WlpO2rkfCMHDm6FHOUQ3o6mV/2zp7+GqHfd/hY8/fL14/T/wzFrFFAXhpFRWS5kcrIL7vI6Oo1CpqCBQKgNtj/RRjd22tUEXQLU0LFphb9BHI52xlVEjBXYtFtbB+NpwbtV5XfD7aNdfCEW/RlANQVf3YwlDWWHtArdOS2ln5DVh1rzh+zRfTKtbR7nPVj5LtYF4wv1UxKpQfOQEVz+VAxQRYOyljVGjnNrAGqqprxjoLgIGHrLWKaX7d/L/fEUL4MQAPIVbleNW32xe7klGBNoM2jzZai6jSqJh08ZkQQqTkbkB0AUV40Mv/F/1HZbHWqRlO5GqQOWY2grdQThtF0YDSAHYjaVXVjzYDGygPh+M4qc9TrfqhpItUqRmGwbbmDudOi814YCJ/tkGYGf17P28y/TZr3ps/RyOqmzstcXxW6kdtlI/UEV8YIRkt3SynNHQViyr/XrLlJXTvXOwa1sBqULWIlrFKQtb9VUbFpINplyajQjotJWDqAQ951CGCFvaal/TLFtp7BZ5gmz6Cp/HANCq0cq+pDYK2CcyAJgE2mICrNZ54Lh1Ffx/ISa3FgKw0M4zxyJx4zxFP1+TO7GkBftp1abTIzMqoaNc2omveAyrOEpzU7x/7z89nRfRpS/t6yjf2xgPw+WaJPLMo/VExICVDBbCjpTIAA9hrMoQQ2aU30mnRvbRaaM6p9NPJfdQ+x4Aa/LEigekz5Dl/PI9VxQ8gnhuJibfPoo5pD8tF5fouYNeHyqkD+G+Q0qduioBH/Ks5vmsZbGE78e7Zvi6dQN4/hIDHbx/wseceFK9rjIpu/s4VrV5L/ZACt+k+DWBjOnMsW4umXju2TcWocPrTqh9OmW1Asn70OcqqWgBxTVzsOJj2zD3JvuVjWUSeJfCgjp4FzWzw8Grf4xMvrPOnJbAI5Kkftn1/sY+/FysQwG31eCOWQhSvqeco0+tSgU8RNPYYIRVLq+Hc6EKATNnUHuedBFQUxRleQuqH8TsclPPf0qjwqn64jIoQQhdC+MX072ma/o9pmt45TdONd+2rod2+GPDc/fZ8HEkv9AxmmRvesvFJwamWqICMrp6N+uoDE4FTFl6dmhFftyJRLF9dR721yJXeUq3f/P6tjApPjwDgDAmtDnXsH5Y+ebNQbHlYeeOX9e1Nup2o+uGXzCodfS96u2pUzONpYP1ownpaOk0XWDlTHo2VGiHe+KUau3u4iWhXC+UUIEJ/mpPTCSfcOaxWvQDxfIw1fyGcBECn2NZl6ezns8+BLvhrXopppuYZeEC5T9iOdam7MhnjB3jVj5PDqBj6gCMBJ5kGg0w3gjOeO5flueQxSHKnZ5omd02m8r+nRuBHpn60MAAGkWJoRVmAGswEMvFHBUxLApnemtR0abSTZo32tq3Jw1DOz/w7af27sALQHmMDmFlChLWna1TUEWtVnJRpHhhg18XQ4yT0Lzzb6Wrfl6kfk+5UA4n5mZ9j9nyT57Z3DgA1+GOJacbP4NWoaKUfhTHAxDSBWnzTmtOJbn0STiDga04067polXWMH+F1dw41o8Kco7XgqAbUy/F7KZWS5ZSu0UWqBTMT+T7B21ZGxdB3JbgEfw8FeIoPZalo5TQNW1QyAHRblDMqPI2KLZoW14dtqQ0/9xd+f+wngzzGvt4FrlHB/OcQQs3OzD5Pzj2ZnuT5M9KGaAHQT+PU/H2BxE4uX9P6s9SPcdLTogHg33jro9Vr47zm2drUNSpqQHPo+HyWzQUqpmkaAfxCCOHNXt9XY7sjIldeJGoVsls3S5OSu6vLe1pn51aGRxwTEdka7SoV0qle6WTlNTL1YHVadOPoeJ4yKlbjYdJ4eALp+wo6oooCS0aFetulUUaFBfyQ/tM0qQd0FNARBpgyFkbl8yoe7Egup00vlLRuwIKK0lcaCyfQn6M58HB2o9W103IeR15CSmxmo7OGGcoP6Ju3LO/pa1SUImGe4951USvnJCJX6uFGoixAnH8aK4SJaWoUW0mr9xgeKfL24Cyjw7qTA5DnaRpsoRhLnNPGGhDglcsSmt/ijArFkO8URoW65qVTp49Hnkstczrv64KZsmrG6ESr++QECsfd2CeGrqQ5e+DkQBgVWvRQ6i+4YOBGAF0CD54BWZf0tfeIEEI0OmUJYA/4qRgVPFoN1BHx1B8wUj9kSqIylguiL+A5LZf7XqR+eNHkrkptsMHM8hy2Sifm1+SOwiKmqZ71tb7X6Twugs550zQYmJgmkKqctDlpzIB3AeVK8NVZM0LTomWfft2dC3y0YlToKYlSzyn/nNaSxK1sWsAGrNP3/a5/9Cv4lu9/93KBbWuV702TvSfu+1Bp0HmsNKAMglnBNq2co5YKXpcDtWz7WojST40hjAoPzLwp9dgA/ex7/PahsC09titjdp0XAJ3booyhPE5KWkNfpid5LKdd34nfdu7v/AatQSRApn7Y/ZNA6bN3Szandf8/85Vvwxe/+WG88eG1ZLOVhqxW/SBzdBW4tR23Vo2K1wP4pRDCu0II70z/NV77irbbF0MBDHg/SjKACzFNZ6M5i8ie1Z8xPDxKBaMjns68JFQaE8t1BXSDUDr6FqMCIGXdlLHL3Ni2CgAhM0bs+0tGRUvd4a6rDwetDjXAq35YQny7PtS0a2U8rGycR5+rD0O/ZBZQRvSt55+eXU6328qo8PL/+0AEYicOFg1iM7MEawGr6gfvXzEMPEdcKLh7YB1QGsAeGLiVwQPMVO3G1I9+Bk4kw0OPVqf50+akSZZQC+09fXQBPOjdK3FMj5EQQqgA3DWfXzFghlAx0zTRMukQedHe20KjAnAotn0OVEyuU7fMoWUNOxoVglGRvon1HeSaX4Ux+fPsurAYjalp6TfSIPfOpYMwNt05rWhO+BoVUneFjweIQFctbGjbEuzc1pzqvdjXAR18Y5FYC4CW4C3gr8kq9QPt53y8f5tGxTlLT/JFnl8ORgUX02QslfjveL002GvtpPiXVyMo12Pe32dIJLRXv38+fsnAsJ7pw1d7PHP3WLxm2U4y4p76AwaAXqWi2GsyZ0VZgcicCfejv/xRAL4/IJ1bPz3pk0tnimOaP5tFq0mJVcAQeVbYpaxRcBKOLTp0eObusWA5eaLQLz7YplERhddT//jXAigv92XwOJ2BKuBLqsecld9tL8BhV0i946ln2ujrstzxddOfyZiKLf7b5a4vGRWjnwr+1sdvFVo8lvbKQQEqTmSfkNXG1DGY767tFoCvBvBfAPhrAL4bwOsar31F262LYallDiREVG8yZ8xz6urN1d6Y7lzs8MKDbKN3DFog/piVCJlxOEgBKSAKHgH15icFhlootkB2ODhOl1zY6TT0foN1cdv3/6Q0KgohOAP4EYwEIKOTkd9AIrRWJIqmfjjAg0wt8eY0i1S0OI1r6od9+AB1FQ8v/7/rmJgmN8rlZuZ930rgaf7r0brl4aOzeDQBV31MQyaylZamNyeelgbhpJfQlU5C6q99Tj5HPRaSFGnzDNpLJR2rJVc310WxHeuSMutFutJnyDUPeFU/6sgV23e5ZoY+Hsb0s5zeklExuWCmLLPtgXsrLXplYADb8rFdMc1gMCoqA0Y6avZ4diIdrhVAv6nAOt5fq0LiMd9ao9vLdyACulrlJCZEtqTSCMea5WJbAPSSvtWYKgLEClZ3RbUrF5ip1ozeWHqSYzpV4I9VnjR9Rq0Hxte8JgS3imkKoEKIMFtOYwJWeX47v0aKtbcC9Fvm6J6UbD6POmjKUuK01AYJnHjjl6wrj4HRdaFy5j0GgNzL3P5sTjeAb0yjgl3GUoKAxLziKYmFE26cM4xR4a35w9DjvR98Ft/2Az8/97f9n6sZRMiBDcALLNaMAWvdS5a7x6LaiXSd9Dm0bHB1DsAcD/MFgPZ0Jk8LCShTPzyAHohATqlDYs/peL/V7gNS0IxPJJVRQcA0GSBRP98e3tKGWZsi/ffjAC69i14NTSKKfj35EuH06I6ySohXO5wxPJoMbKJEvSUqkBarNAi1w0EbURIeXICBeVhb6YX2M+0KRot1/ySidE/QzC3EVUYbATtanZ5ZK6OiKmFkGIQpl7lM/fANWklz3jSn4VBy53utKK19+AA18LBQkI10muYqKp1ckzbltxY8ajPY6vxz3l9lIXk0+VEctkr3tzx6hSceucSP/NJHitc9jYrKIJz/qaldr3PIdwKBdiHBw6JR0SZUCKxzLq+M4kXzgawCQMMclcw0r5zmjkS4NQFdCWp4a/j6UALoW8Q0p8lf81I81AP3NMHXLYKmCzi5QeR5AXyV6KoU97QiRVuqUWmMCu0h1U4y75e3fP544F76jIpRcdbBSeYoa+fSXqxhwLZtuNPiaFTsetyTotCmE9gVbFTAY/CUGhUeAwNI4E/buR0/gwAVp5GW3NNKGyZAV0YWI9MvA5PTHNXOSOH0enO6LjcaX1c1LRYAej1XAY9B3NVzVGFCArOoryamKdf8wIEWS48AyEsGx9Zir6fm+QPy7HT9B7GGvaAQ1ahQmJB5f6ZRoaUktop78nSvtiqJ/9svfMi9P7CWuK3sdcc2yDUDY3/DERcFDjwW1WEgqR8K+FazqGzbSS1PqtlOZJ+27h/fy4EczPffMEed+6fPH4W/pP1mX/7Wx9Z7Fz5BDW7IAIn6+dabIYRvDSG8F8BnhxDek/33WwDeY975VdKqheoACavo2rpZ2gaeYFQ4G5kEKryNLI6JGcycjgisIlVTMbHi35pRIaLV6Q1vIYnDQT0MO9HfMTiBRAlto+EnY+B+VV5Vb6yqghYpzfsX+e3LYUIMGBndg/4bLzl1UkzTKRdUp36o3StH3Ivepme9orRudlIFPKxOC7+yC9xpYb+zjDq4qTGS7uhEh/XcXh0UABirSB9Tvg95jnsIAV/85kfwL5+8W7x+UowRwKrJofYAACAASURBVGZUsG1ityF/XqM4q2DmXKrwQSXQaxy2Yk16kStJjW6hgdfpSclp0R1BFj3U0r2kgeoZeEVZPfjzJ7+3lzKY9qWVoWKDe6sOjADTjH1CGmEeOElZVMscLa9hArqAx6ioo9XenF7XpO0UyfKtnoEKxHm1Jf9fCsQCPnMSWFMN4vjmgERD6kcTDbwQyrPn6OW+F6UHPUaOXMO+Ewjk53AjOEkYJ9paoEEh5TfYk+cP6IyK/VCKnLcwHtjvpbJ+xBz1GBgSvGplBkon6nTW95bDjmlUxL+uRsX8uurUaaLW+vArwGmc7AukveyBY2kNt/dP+9xLTwkC9OpAkuk6Gv4GBSeVcaQm54Lnz6TA4t2lbHN83bJ3u+ysbAE25D7klSSmYpqTEuBJGhKNqRkx9azeZ910pka9NCDOr/Wc9PvLQGdLIDKEUrDTEtD9I29/At/wZW+a721f01r1wytP+j8B+GEAfxnAn8tef36apqeca18Vra5SYVOx6vKkbYdtnktr/eZ1WbqGPMu+o+WI9KhAMlKBdL6uTANxbxEp2prb6x2GXVdSGFsQ0Zyi3SJaljv6Xl3jdH9AAg8jrga+HJhmgKlRsaHqBzBTZisxTbX7PKclat8wR7PN3joY0q0WASMHfANq4KGpVKHYnMZGiq03HlVMUzUI4xutwnrJiH9RHLbWwk9aNvH+tlMEzGBj5STrlWlkOhBgAzT54dwaqWvtH0LAxdDXJY9p7/Jea7qRF+mS0VVfR0WWQzx7rJ++W8pLpqZpVFSlFjGhc0ozHoUBaX0BmfrhicClZVdoLam96z3OS50AagB9TTtQziUCTp6V9BsVOFHGshvCJjFNmQvslYGLCuftDI/0GTKlskUn5DROy55k0+rT2V074lLQlKYpGHNoKdl8ylM5/OpSW0oG50GSPTo3iFRpVIxtthMDB9TypL2iUUFp9fXzz/9d/wZBpN7Evyb4tqnqhwTc7fvXbFq7P8AFhkeTUUFSP0ZuM0rgbVrYutr4S6dxOZcM46nam5x9VPZvYRhIgdiWfbdg+hnOOEsJAnTHsZesHFhrvmZUeOdqevbJJvKAmWXOZczJ+L30z+gzgLvF1roYSkZFOpYtjQr2PNmYpK2ozeXU9uJcatWoqMBDI2DQh1CkaQNe0KPWzfDt+5IdYaUhhxAW4c1xmtBj3Se9c15rJlAxTdOzAJ4F8I3mXV7FrabhN2pUNBrAkrrl5XQlRkXSIWgV05RpB9OkRwLX/N4Rfdcv1wA1QiwjLZ6BehAGXgtDIneivHJQQBnJbDHwrjIEtSXnbWHNCCN7G6OCR67i+OXmBPM3vtxLNXAvT5TR+fQmhekm2OMJIRrlaWPyDEhAL09qUmzFVNCUhBkt3X8+sTJN14XMabENvFbKbFJOXphRjelMlQ6Mdfh0tfCgVemHCkIZFNIcVXcPT8GoaIkOx0hae6QuOdaF+KPevdjjALgixvEzBKPCYf3shNEJxGfK6ornLLYUfdjEqHDAybw2edSo8Azgco/zwD0ZqfO0h4A6eujp0qRc2lyDR9P6GUQAwFvDh3k+p3t7YKCs+tFCmd2xNew80zw1KfZXuxflE2ecwKTVc42KdC5JjYqaFWVqVCj56l51KZmq0BIUyudcS/T5VDAw9PEAJTsTaDmX6qofx7OS+qFpVMzPWOZqV0w/Zx+t0wic/iLN1uufUi22lo4fJyxnK2BXo9oPXVWNSmNR1eVV7TVTp2/555Lcu30xTQlU+Gv4LNZAC0voLH7nLtj2Ci1PSs4xec5Y/gYT0PXGn+ba1ZzS4Wkh1Smb8XUTdM8B7gZb67DrCta6ZasD3HaaJr2KCgDcnNvSWqWwu2f7abbWVg0PG6wrgyoeuJQ+P98WY3lSo//8+TJdRGVUfDKpH58KbScQ9VYEdc3nb6Nu5Qr61mF++2KH0zgVqGULZbkULUvRam3hEZRWcVpqBom9MCpGRYNBm28ETUBCntvbcPjk4jkt1LD0+0gj23KqgTpVBGjTqPDm3NVuKEo2tTgVcvOzq37UKK0758KKYnsGJDDT87Jl5pV+jE5jHZlpycv0vm+KDLQK5VWlCh2U/85ci/q5mRm1Aht6GzKDuYXuKCPugK1RISPKgC2mue/bo71SEDeNqhWY8VJp8nvlOestlWxylorLqJAMgAbHmqUnaYwKOR5vjyuqRTnATKFRkfo7QAjQXvUjhFDQ3luiq0MnnUD7XNpSPWk5VyULSXO6+g7TRFJFNIOwKpvdAiTUZbM9gFhGqz1GArBWTLJKYMf+BKhQ9t1VKypziIzxs9SP+B0Mh4I4RebzFPPBoqXH/ts1KirVfYNllvpXa15JC5Xnamrp3xLcqLSlHDCt7h//WsAGsH5Hb5/WxTQb7N3c0THYvZs0KrYyQqTT2LTGaqDC05ba2r94No4/kNa21FHx7D8ZgVYZFV1XChgbtp8MQqbxWyss7Q+pep0LzMig0+jvu3nKYMu5JPW6rIANgLm0tXieyvm92ooCGDDmKAcn2/wrJyNiuVelUWH0j/5YDYxZrQsl6GCVJ41jSvdePyMGg4VGBZn/9PPt4f3ub7sZ4WylCEuNiubyQoUStX5BXX7GN7AlpdIXhKoZA+lz5ALRDgePMltFn43vkKvqNpUjKko5zvfXu0clYalRscHgAXTV5Lx/C/AD1OCYWxJXlEH0GBh11Q/n/rK8p3P4ACWC6kW3gTgXx+z5aLXkU2M0cK0WOHVKjbHIyjTeYbK1fvudixg9SKh9i9JybjA3OUXUSdbnaAWOAaYoV57T70WiVoP83NQ/XhOqaHhL5CqW3oR7/35Zkzn4pvcHalr3ucGxbhV81cQo1bEIlpYHBhZAxeiDmbIE81Ygp0lToetKVloDOAmUIsYnZY7uJAus2WlpAwbqc3vu76zJqmy25VDkqR+Naz4fk3fOM/BBE4gNIVAmnqotQBgVcDQhJHDlgmm9/I0dkWdh1DbNaeHsL1pdxhyVOeVHYmAD+bkh+p/42VcLu8emPdNK96axrHWraHOaV8v8WdYY75/GBNQV0DSnJaZ+SI2K+XtUYJpcw/b4F8c6Vd9q0ooq35yc/rWYpr+GJa2+BSCWGhWmnhA565lQYRrPNKFJGH3fl9pSgM++Tb9VEslsZqBX+66x7kOtUWEt+4tdX3wHbx/d96HQN0rjaqn64THQ1TRkoz/QLtaZ3lsIJw2p75Jl5rE/0/1y+34cJ1rxMB8TsD6fdKn8DVIq079iVIg8wrjRNByGuXBfy2E75vfX+8va503R7a6kk3nq6jIyA8yIK/mcVV1dAAPqwTMLCR7lQtW/Q66qu95f7R4p11JM03ioed3kNWfM/42lwawtPMqoUAxCQBG7NFF4QTed/KjAaZyK2skv5xwF4v0WBLVljoZy8/NQ7L4LEIQKlVFRlwx2qH8qrZv3r9Of7MPh9pz68dw9wahwwLpWMBCI86rOfZ4qQyu//ziJaLVCsQUSOFbe3xKbArLcYccJT+OXBrP1hfNKM6sBb6wBYpR71ZPkOkt7/G4Lo0KpwlADD37aRLofkPLt9bGz8qRWW6PV8d8tQE4OsLYy346EVq+Bk4tIbzbttOgqo/nHe+hjB7IKBo7TMlTgZIuBV6cwmk5RxoRsW/Ol426VwE7jAVCcNatALDuXCBNPGQurAOCdM9LJb043ysAfO7VEgG/wz6UcME3XhmBoVJA1H6t+EKeFPH9g3Vdk6kct7G6fM5pGhSXcBzABWtq9Aq+W+1u0cVJ1YjRYP0yjwmNUnMQe5EafN6wx+d2myb6gKmc6+ulJVfqTPpx4TVde4wa2elJ5RWVUtJ+TIQQchq4oSezZfgmEumxkVKzjaQeX4jmM5f6xv37BxdCJqh8cGEtN0/di3bfqohyGHudxyvYge80vgewNc7rPbPWmc1vu0w77M90vt/vOk8OomP+mcVnpN3LN0M833/0UaFLZ2EX8SPS2xWAugQ3b2In9s/E430FuZMk41JwWSrFVoicsdQVoYVSU4pUeit0qxJfG3yqmCcSKB1JstCkvMDeyz3q9ehnpyq+lVT+IsJsfPReRLuegAkracotBmNPVmnLSGllIwJwnl+31Xv6/pq6uRf/jPdvWMEt1Sd/J7C+BDeX++6HD5a5fUj8W8K2RFt1UBo5E9iwaOFP1PxuGMK1IoIzlUN3bR/l3eblO53kC67M4T1PTmq/AK/iOuAQeFoPZYlRM9W/A9t1KB8aNLCUnbV3DJhMvr/qB7QZhaxnsVajQPgfSdygBdN0Yia/Hv7IsNLtGstg8hoRamlEFNgSw1DBHB3KOtQIbrWseWB13n1HB1vzMEqLij4KJZ4yH56v76Uyy4kGLVlSeTtM0pzdoVEhw0hIhT59Rn0ucySaDYKlZVT9YdFUvbciFQLVHVAvotoBvoWbWqb1zYeXymVrn0gOhUaEBIlUlHgcMlMzJFmZj/k6Lbox8di5LSIiNtoBpQ1fqUWlBxaU/CWLEOaoDFTl4ZQ1HshE8/2TRY5l/C6+/ZMe2MCqYBoNVjeqwK8EWTWB4HRMBKpSgmaaLos7RjedSlYbc4C/lpUNbq0vJfcj3B+rUDwvQXBgV87/N4gNd/fyr+5nvfgq0xYDPfnjbWKgNJK8cESBo9Q1OVG5gt+VZtkerdwT11vLbpeqqtzC0aLW1O+UaFa2CTa0MDyCiufe31GWmwIOuYtt1UVzyzKKHbDMTBqo356IGSYZwwt5opOPoRboOhK7mAQ9J+C6Np6n0I3FA1OhqV4tpao441Y0xxrLrawMYaAHf2lHpO5cDnrtXpn7YpRy7InLo3V+KcgGzarLKoqrzpS2F+3KOzuNRxq8COQ7gK+mdLU7IOLaxqCSg7EW6gJqaflycOsWxDiS6qlT9qMQoXSdtHn/W3xq+ZFR450wydHMD1WdUhEyNPTbvO+RlsI+OQSgrtaT/jxU1BFAx3+On3vfxyLLxaOAVOGk7abXAcAP4lkUymwB6UvWjjWVTMipaU9bitfqalwa5NYcYUDFOPnjYKtwH5EGScp/w+peaFvaklvn8FtjLvkMa326oN0dVo2JJ/agdcVZCV3tGe+GQesS0pdrbBvBtR9muFgBdAqCA7tQBs0aFkpIoL5HAjwdOqrao0fLv1nIuyXc8W6gG63wwrWeMCuOivXA0AcN2qgBrn42ai59659if/0OfCwB46CqyTD1/RjLWW9K38nO4ZU7Lqh+awHBqeWp6aufRS/0o/Q1tRFIcs9W/qtOWaff4yWFlJ3ssqjSmLSLP8TPK9WXp0qT++fi1FE+gtBW19ikPVMg8Qi+/XUbb/RJb88IrcqWNjb5yGhuiAmLzW/L/naofhSOuUHWk6mpr+Zy1rFvqbxt4Ww5DKlpmPKPLXa1R0SLocxbPVDOwgZrV4hmEiYbfwHpfdFRSc1k81ZxuY/Hkm6UXXQ0ZgtrCqJDpSUeD6gXUmhaAHkmQdFOPESINYFcg9iVUtbhzsVsZFS0GYUfmtNFfinIBZdnC+juE4jsAWT42+SK5LsrorGFNw8OLlkp6p00bn8ecMSqslj67rLZkX1MxKhxNhU6Zo1yjokyvai3NmJ8bm4AKOMAPcep8IKer5qgN+KYoGubPsg3CNHVlCp1lYP/0+57E//gzv+3uo4uTI6tRKWOXwFJaat4+fcyep9u/SP3w13w9Jnt+7sU5APgpiQ9O0gnhY0mpH/eL/l5pd1G60rOFaEqiff/Yv/1ckmPScvnX/jUN+Xge1YBEfL/sf3Me53z/8prdUDuYgPUbrCmtQAa+eborC9jog2/7zElrWfMyMJc+z0z9OJZsV73qhwgYOGDgkoZclRjWv0B+r5Y1KZtfYW2bRgWAugrD6Nt/0rHTmEI1o8JeM1GIUjAqjP5/+IvfiM9+3e3lufqafnV6kpt2kAXBWub0xS4CFQuA7pzzsTJHOUe1oggV8JDGqM3RHQceVP9KpJZ4QAgQbaeaUdEGprX4S+l9WcHDBPgSo2Ke1patJec//Xzz3U+BVhnZaIu254ePGTWpxGEc6tNy/0Sx3W5grxoV/EJWmzkvJ1WMhzwfwHfqHggU20Twhm1imoWx0LCQLrPypC1OZh/q57M10qKJlgHlM/WeZ7q3pMzaBq0EHuzDoarU0mDg5TlpHhACRCeEzVENTOtCbRBqv4GkC8Jx6qQB7G3GdVm02KzvfH0Y8MKDmVHRVMoxr2RjjweIB/o0oXCUTwbrx6KBs0t2Oao+v+YxTrY6XXU0We+/6hdM1Wus5eKbQDvFtkyh08FGYI7kCNDE1ahoBA9lxQMvfeswGzDp3p4BWTEqnLJxQJkL3ELJXZlO8SLPIORVPzhlOf/cDzx9z11ji4HXyJCQVU5a9umc2bhV08JjLcX7l/vWqlGhrHmSerCW36yvOQx1KoEerealCr1zWzIqPKcOKNmotpNTzjcPOAHqIM9LYVR4VT8qLaETD3rsBVDkiTxfH8pqYJ6tta6v1ba07p++wzadlvheKVBqABU7XaNCjmth91a2pbLmN9LwgRLkaWHuyTZNHtOvdLpaAPR63ehnUvyMkmkzzgEx61xazwFP36EvGRVosP3yc8PxZ+SZ0Za+tabGtDjWF7sYKEzr3mP30ioqSrBwn0r6ftJBsLY53Wo7SY0Ke98lFdmM/mm8+RPy9tEFuJqvss6yVNrdav8/ACrKjdVDONNkLquENBhrjeKYTPTLN7A7aox4ZcsKcUOFnldFcTyKrUAIWw63HLFsXUhbNSqSQbVG3nwnR0b2tI1sGZPoH+/FKKHrnGuKUmw0gJnj2JLf3grWpfG2VtkAGJAz0+pVMA2cUWFEBUo9At8JbJ1DQ9+hC2Vu7BbjoikVouuW6HlbHuG8LgsdFR7ZA+p9BVgZFTS/umfgoX3vBzJa7dDYa2DDOthW4KEJbBRruEXrh83RgaQdLGPKDLD1GiWFbqOOSiWm6YFvQ2lgTw6YWUVXGwzmmO7V5jQWnyGqVFjpXkCd62oZPOl+3hrbCUZRC0OCaSFZLdcMWGnpxrgHdo612BLl89yiUZHOEW2O5qkH1jnQdwG7PpQMDPgsnkJI0Lg/UKf0ebYWF1XW7w/U6S5aLv8yJilsjcS21M/5WvR4rIQ0gVojxHO6rg8DXnxQMyqs0qpAe9UPOaYWp0imLgO2psK+73Eap4LVolWjqlI/nEWmARV2lY31/1vWvLyXX9WiFtNsAtAF+9n7DY7EFmW2lky384CBCCyVc67tXF0B4m22WSPTb4PtJEHWNJ8sHRW5hj1278I8dM6ZmoEe/2i/wTqn2/2ZELaJje4HohnobKRdWPcfIM5Rax9d7bm5v3GWDb1g4rH7me9+CjSWI9TCqMgNPHvTYIet0T85mVm019sIKtGyRUxTodiKzQDQc66qyJJjEB6k6u38uvmMMpp5S/S579vHA5Rimi05V7Q86Znnni9j0hgVjBKa6aK0UrGqHLyGOXfTCDywA71FWK+MVpvdK2qYF10dZH1vWGCaXDONa6wSvjOuEToqTXRE8Zt5jApZ394zeIA6n18DfmRKGbBSbDUKY/V8lLFIinNb6cqaQdIKPLQYzFSDwZmkOQAK6JHSdUy1MatVB2LgZ8u5kYNjHkU7tZT60eLUrfnq/pzOmV2tlGVgPftcMc3A53QLUOGtsWrNw+4PlJGc1n13Bf/9c2zXhWKPbrl//h0spXRg3SNYeVI2RyuR58kekMz1bmFISEbFFjFNz9aqNSr8OS1LfL40jQoFqKhKCcZ2o/Tf92V5Um8fvd73ePFBzajQ+ndiD2qdc1LjocXRlIEzTZA4BbaYiKhW9aO1GlXfRdt1FXZP/dXh0z3Nm0N5iwCxPaenaSOALspm+6kfZTlNS7OuFlhFw5oX6WGOl5jrjXn+DE1FsW9P2ZnWT7akrc3fY2H3bhDT1IB9CSZ754xegU4HTQDGDKTdAcTfOPk9o2HzLd+BpHh6SyAvgQrMqR/GoNL9Wqt+HMWeW32+Pbzf/a2OdAHWUloRvzYGhqRregbkYow0insCdaTCq1cvwRMAcwkpfUwnGV3VxGG0hedE9I+NCCQw5/OPbRsBMEeuGmn+QJ2/Dcw5fq5GRRmZAXSNCgCz0Fx8zYu2V+KhDQyJNXpoz1FW+9k7fEK2MbU5LRxM08QfO2IQuoJQjUKFtUBsBDa8Z3TTaDCnMcna3l7/0yjWmMNIyL9D/H+uPg/UZY+BLHJFPqeoxDO/5lFs5WFuPaIY9WlnYDBGxRadmZfCqDieJzU1CeBimlqqAmOmeVVgyvHbYx/6Dn/xqz9vubcrpllFV32DPJYMzteYMyZxVh4dg5CnftiRGSDOP5fpp1BszfEXNO2GOVcwMOD2Z7T6LRoMHqNClpfMr2XzWoo8x/Gow8Fhx5wWa07Hc2wxmkeYmwQT02xiVIxt/eNnlFT8kyIqvvQX53z6PBqQ0DQqTpydKUtIe7bB1X4oqpmtwIMNXG2pLsVK7lpNlrMHZtuy0VEDVgBdXiI1KlrYqIesqsjYYGzl77SlipQtMgb0/jy1wZmjXcmQsMRJAc4SivdhQIXUhNjGqGgJag3i3GhhrLeW8Y7foa6YZqZJCiFgt/iAABDTNa1BM8A4lxYdlbYqiSsQ2H7OFKkf82sec2+LyHMab74/jJNTnnR+L11iMiq68K8YFXV0tW2jKUTIjPsz4b4W6twW1dtKyNGgesX+ZaQCsOve7rrSSQN8atKy8LxwLMqNoAV4GPqaMmu1/Pm0ChUCqJ6pV7aslVGxRLpOY9NG0Hd16kcLQyJ3NE16J9UV8TemNJYWp6ULio6KGl0FBSpsocI2p7QWiPU34jzaFdd8w+Ep5ub/y967hVq3ZOdhX825Lnv/t3Narb65JRMZKU4sJ45iRQiSkAdjLAKJHIix8hCLIFAwekggL3ae8iIweciDH2wwSZAMIUaQgP3igBGBECJimiBQZCEkY1ndsaS+nHP6v+291pqXPNQcVaNqzjnGV3+700qfM+Hwn713rblqzVVVY4xvfOMbnjFZMzCMz1AFgYANptUAImAbaE0D91pR9l1AF9paZhXgJ9krPc7ZD9r1e+vsIVevrp/PtJsJBLApprkv/lgB1g4YeKjBNGL+L+4O6d4eWJee58ztGSACMxrwZZ4nkL8DzyHcAyp8RkVwAfRV20Q/ZikydV62GqjKmZw9E+e0Bjbs+5dgo1fimT6DbsVnsFqO1RkH2Ofc3bFralUoZ5beMk1imu7924IuYF3/PBrZf2A51yvg4TZOZtePrdKP807pB1BqRQH7z+jZuceb66DssH2ObrWitMbLZ2jpdlXbVsD2nVaClxDGwPp8qUtUmT1TtHwlPq++F3P/+m/xXNwfv5lUcaIsXToB7LOf5apLP6xzd6sE0O76saVR4cw/hGIPW5+3r/waWQvWVZaRxt95YppAjlFuDgP9VGn3xPfZBpi2dHWAd0js7kx/q4R0eYPdS7MdqHKvDXDS+w5CCIvfEcdHrS7L343/1oKme77Tx77rR84+cxu1zmrQytVsrfGmXoCPuI4qU5HrULe/vq1AfE9ME8BmK8E9J7XvAg5dWCGQpjFUxoQHHvigSAsPMtnbWnRqnuclSLY0KkoKqeVEageMBU5qFd6mNeQE1pJ5y98ZJ6ZZZnvbAncPTKu7hAD7SsLHyjnyjGfKbjdk24taXVJ4UIIVJmjRjBPG2G51ponZwD1BqLXTnGmAG89UC9wuv/McwpXmBBvUEWtafIhpnpXDyezh7DAw31nZmcbe81timvtgmgSZes1ZZ5ac0RyADuTnMc9M0LgEdQUQ4ty/07WuvEaF7DPPIazBE8DvwgDEtSev2AXQUza2zlzZdmNssDPHfs3085hy6wRAgy/BABWHbUbFXkli3b7VzVZXGhXWouurNd0upkkGyQWjwngDrOuf3a4ftc7GPC/Mq/UbCYBbAxXXYaf0o2I2enbgyfmAeUbq/OGVka67otj3B8qWqWlNEADrtQLs9kSeU7tFFfzeJlvzY520sc/RFruq/8Tcv768Erp1UoXRYCh9Sy/YX4GTxp5fCaw6e3KtUUEwvrvcHtOze+tSef/++txl/GlZcwK4+Fo/YdWNZxeo2PC9gf09s2Yz23tYzpQW4fUQyhJPb/xh43kyXT/0fDzWj6wB2ZP5O9je9x/70o/TqjczSZlV4+2De8vh9Deqng/rEMqX7TIqtgSP5n3U+9ivWwl6Gf0WAaM+qMwkFbSsqV5UJmrixCvrrh/WQZ9eU5U25HY768WhHarsYNsHh1bnBzj6nBY09daQ/s5YhkT6yoj71zR5D0zru21GhSmmWQSlBNjYAAYWrB/CAY5ZhDJosQPrTjlUHHgFoBLN2heCy7TZDUbFFvjTbbVOtNfcpYEVVQR1xP3l+2wW02xg/dTMtNGhgdcld8B+55UcZKpnRJxZhdilPf1kh2Lph8PgqWqTqQ4JKrPHUpaBfBa67V7lO25kVJz6ToGBzvofeMC3BOiZPblR22uV6G2Be+b9d+y8yajoCo2KYYxn9RY4eWoED++OfdX1o00oz1ujW9lDytcidV2Adf3zu3b32u8YsG45uiumWQu+Omvi6SlmhkVQ02NIbAkMW/cH6jWKZby1psvvOCds9u8PoAh+b8NcaO7o+YegSz+MiavXtHxevV6Y+9f38gLrrTXqnet12exexwm5tL8OaEbFhi/ayKioNSrYksqyxbA1tmRFefFY/AyqQxl5bgGKUWH46kB8nuM0U6XgW0ALYJTNbmgkWuOBJckzVcDG7uglvlJ+EOAD6PWe9y75TuV92rt+7DP9PhHTRDuDYUs52XPg4/05hHAtTMdpVOg5Dc7GqzMb8to9RkUM0moHb39OOtPC0tg1BTmOt7+DWhCKza4yB0G3GMSasrynpxDntNf1Y2PjqZa1XNCVqWfUQdOLwx9/nma7dhiQbFrOzHilDZ0S6KEC/9hcnwAAIABJREFU94om7znZW6UTu3WBXbWHnaC0tQNDfI2u22sT02xlzcinZsCWsQpCdsU0N+ql9/rVy/iUCST28BZd0AzEO779KVAKLbbueZlTS60rEIFNU0wzrEs/dhkVjQ5hnT1nuj/lLMVyrjjPX8bm+Zi3bxJFA0qAOP67v97079eMCh9EzGtie0ydkGAZDLeGPVm0sSP2TKn9xNy/PLesAESuLY0KyyHX3ca8+dwdezzW2dXd0VsaEg7wsCVETui6NGVju5pR0db1IwU5e7Rx9UzlimKaG0BRo8jz03Ms9RJBTQ9I2OqOFe/vrWk+SVWXuE2zvUYTo0IxAPZKaUIIOHbtui4tCYPiL8QZUQxn7HwNQBP376s1Z3VRie9RlipwjAoOGNhqJ+smqWq7QcRX+syiBHEr5qS5ptN7SLy0JM2cstlbleRhnyewvybqLomMr3jswmoPe/HMpJ6/N77ockLugdyxK/7sAxXr8cC2flXNKNq8n/nX74Jrs+bH+E66hXpT1j7vj1/Xw3v182vNDDeIqih94hjuBy2lwQJgCh4VtdvEfEpGRfyd52CMK+O5f399cLMdBoD4fBjVW3mNfMfyXbyTRsXOxovzmTAvj9U7vGsKMuewcWsOKDUYovG0x5cCPW0dAwAFphnCeqsgcIdOJntSZz8ZeuGNzOwB4vDkNe0Gad1ac8J6i1KjgljTW+1Jp/0WugkArWqB5b3r67iVSSONG4FTVIJNflCkHQAK3FPAhnwG/ztbO4RWS+IaTJMSsb2sAFCd68ZcVnt48sFA+fs0L3bJvD+W+3N7BsBKFI1lVAzKITTbvVbfWfz/yQVZZ/h25lR1o6LBwxUl1xq/UStNBL0TuabrIIdhVBxUoAksYq9GZ6C6FMWaz1aXCibJw5YMrsA9Zz61RgXFRu2jEy/rupVRkcuZ9p8pW/pxXGVX7aDryWkBKq4RqMjg0vbc5WNllpkPPGhGDmMH6hI3j1FxPq41Km47QE6cTy5rYIK0glGRD4ndS382tj5fLiobvgXWeWu0K7WTvMSQ7tQC5GSGxUbVvorJRjj0a10awvfTpQfMGdeyh8s20r6dr3UJPQZ6rY0C7JfZrpJmy+93u3i8I6NCa3jE8bvDY9J1lQjeH1+KQnN7IPseyzk6e2KaKObvlcrXAsb19W0FKkII3x9C+F9DCL8RQvj1EMJ/tvz+e0II/yCE8FvLv59Sr/mrIYTfDiH8Zgjhz6nf/+kQwq8tf/vrwds9y1XT5D3NCUAcErUxiMynphd6WRag7MDgfZB02FQU2z3F+hr1BmwDXauZe/M5H/pV+xyPpq0zjYBnfDaUsY35aMopQ8mVOa0ZFbYBYrt+lKUfxMFR1D5zB42ed3Tw7M9bgEuTb3xKgR6uvl3rjyT1+b169bBBqzcEeqJ6O2dsc51o/rxUViBjdRyjonIIfTCK3wOtLXSlB31Z+hH/3WdURN0bZs2Vytj7AEgar4AfhnWVEftWnZmZev7ymlrzw8sKzHP+fvOa3tjzG0EaYwd05oTZk5DRzhrNFNvWcqY2FhJQMgC8M1TGycV0/ZAuJwAQdjyWY82oWH7vddZpUT+P3aVKB8+a+f1C3X+4jU17Pj/P+K/daaM8R2/Gmi7AasphLoUoXSChr/0OR7h8sz2ptR+x3J8H02qVfo/BU9t5CZotgHhLTHOz9GNDo8Kav6wfKb/xvrMQQlm+Nfnn4vHQ4VoJo9tBchvr57xR+rEH5Mh8mrSQurB6/qxGBVO2vAVsMGCaDjRbNSr22uHq8dsd1vaBCu1f2kKU3YpFxSS12D25xbpiOvekUggiaVaXoHkM9C026jBt+1p10swDA+vSJ2YNac2G9DVb8VXIYtPZBXeAkMVvsnTM9CXxlNx/nOzX7Hf92C6Vr2OB+vp2MyoGAP/FPM//MoAfB/BzIYQ/AeCvAPjleZ5/CMAvLz9j+dtPAfhhAD8B4G+EEPrlXn8TwM8C+KHlv59gJrAutWDb2OWohXM4tYO3/4IavaM2XtXyyO2vvtWe1MiGFG3UiPmcDp3q+hF/5wEVsiEYB6/foPOZQYtykPJ48yMU2dVcw2YfsHzXD136EX/XKgjlPU+grj/fHw+UgkH2kZDfXwfibhAYtjUq9tboVkcFq+XRUWU/eXohBzYCUifKsa6AsixgBkGPbBSE6tNnUE6zEQhuiWmOhhE9qTOCWXPtHRI2BHotlpCiClJ1mQVQ4c8H2AYbvT0v76H/3awFrlk8sPdMX4HJTC2zplN6QEIGBZBe0yKKFgXdnCCwylzdDLFXuX+cU3mOehoVswavdsZkMU2eIXHsS2DGuj9Q6rowdunF3REA8PLxRoKBew62AwhWlOV9dfstXZr9qw7CZ/LcLcE6GwgBKqacMaFVIE7smTpoaWVUeNnY42EtLH4dp00NhppR4c2/prAzos1FUmj5nZf0aAHQ65K1rIO0Pf60Ufqx93zk/usuJPvzb9Wo0H9jno++qOe5Ufrh2qVVa3eb6aeTNoDX9aNmIRHlcKNqMdzIxGNFnktw0rx9UQrhzV8+A6AZFRNC2PdF630ZX7Pva2ngxAO7MjhZxzP78y/LZsVuWADuuuuHaWdU/MCwqPT9ZD57bdr3xsv3t7dG664rq/uZf/0Wr3mef2+e5/9r+f9XAH4DwBcB/CSAX1yG/SKAP7/8/08C+DvzPF/mef4nAH4bwI+FEL4A4MU8z78yxx30t9VrzEv0HVJmCYToWhFU+DQdoBaQ2r/3WtmbC6oBrALrPfpcbZwB20CXvbT9+ZSZGTEOtvFvq88PKxVb0+HcyK621KtzGhXbLWJtRoXq+mEa224DoeUDKOawPx36fBATh32N0raWfggivHeYad0SuSzjUN7fBg/X7Vu5jhB6/gxq35IViEBOS/38dlC3x6KqKYZAZpJszU0bc4aRcNIsKtKhbal9lr81a1TM3Hh5Dav5Ub8HYFPx160WyXK1hvIkTb+MdsxwFNIZkc9phlWky59cwLpac4Oj+dF16zXNaFSMk++wCWjSxBhQDjADdm2Kbxrj37uPQMU3H24kuFeuIUtjRq6twNqy8zVY7arDr9rw7V+1RoIHPNRsB2YPFOxDanxdnkR09yoYKgujwsjGrsQ0h+1Ac9UBAI12fvm9WwrRABDrhA1LGwdUEJjq/x1Ghe76scM4Aba1kDxm3UrY0IhqthgS1iLVf2HmU5fDcb5TrYtin6NrwH3fLrXuSfleCgZ0g93wPu925x5/DxcixkT8pt/DszE1MxCwmX7HDbuxd/vjCpjx46Xy3MUyfv/qwlZLYuPzHjZ8P+P++n6yTMfJTmTsaVTsCZT+oRHTDCH8CwB+BMD/CeBz8zz/HhDBDACfXYZ9EcCX1cu+svzui8v/1793r3VmiVU/ZxHCZZEXlFlukQCNVCYysF61WAUwzvtUndr4ewiqFtxpRb0Z4KFbjI/OpFF0MpLBIK+Rw1W+i3dRA99GCPN8GBp7mdkzp13cv1yjTlBx0LWoXHvSsuWUP6dSzd+pV+/WdK8YWH/rYNq7BIGrPe89n66s5/eeT+lQ+dYnax7kfeOBjUBV+jH742+Dn60GIgOjuf5fPu8yJW/Py72bun5MMzUfYE0x9NqT5i4V8WerFnhrzTEizEPLmlv+Ps/tjAovKAJqUTR/z9eUWdchrOxYnJ/PqIhrIv6/p65+q4EE476HAkyz7y/js5aTPz4BFW9vFBhYZ9C9tnpAJfCJrBOydelWlBwFea1LwwQhJYBuB1xxzvweOChQv6k8ScAfl1GRW50DKil0MJ4pWfpxrnSE3D28pa8G39dadVuyBE2rbHW8P39uSUJijyFxPizaMZoZOO4zBgpxT8IuSceGON4GM+Pf1A+E76rfnAUzgVI/zE2MVsCDX/rRFYA7w/QrNSr8PckKl8f3LTP6lG+mvjPu+SxvQMynLqGLZ+L+86wBxPja7e5eQA2cxN95APpqjxl7shB5TuONNb38TZfxMt/BrSFe0kkSYGH9GHNaj7dK5btVLFBf/58AFSGEZwD+JwD/+TzPL62hG7/bw/Q2P1kI4WdDCF8KIXzpa1/7mnJoG2p1qy4MXDsihRAa95bx1yLo8h1IIDvKnvhjLfAJYBHT3L5/6ZAQYpp9p1Rs4++89qTvojkxzazDmQ8/hh4JbDMq9hgqcU5dwVCx2m/qzBgjaCUH/TTNaVUztHG2Hh6ITlKqRXXmE98/P3tmfF+1gfPq/7c6KliBTp3dY1hOLS2Aax0VCtgono8/vv68TOZK1pnLotoR0HUz0ONE0Qu3ghYPaNEdLbwXFF0/GPBza7zzJa+E8oZ9Ubc4Pv47VsZ2OyuwFtP09ny8J7+GdAtXzy7Vdo8J6nTJ4wzfLtXMJc8h3Gqb7WW4ARS1tHtTWgsVxt+zLXS1vs7u+C40ASGbjApjfH4+WU8BsAH0gwrUAFsnJNb/V3bY2/MrivP+/PtuDb5Z11qA1k+SlEkP5txd08DNbPWqw9q+nQcyVV5flz0xzZpR4cy/ZtUxvtahW7cqdFkzDXug9i0FdNl7pplRodqTmmKa3Ua22j7nakaFden1xQZpcrEsLaAG3/w1XWpUzLYv2oeVyLZ+b30lAeO0JrxS9pzAABY2KrEnB9JubHYh8UpLqjXKMv1uKV6ymZNbYppWaUOpIeGccVW8xzP9eHCyLAn1769bqTNsV30/aQ4Q2aj7dntfo2LDd+rWOjOr97en961fIYQjIkjxP8zz/D8vv/6DpZwDy79fXX7/FQDfr17+fQD+2fL779v4/eqa5/lvzfP8o/M8/+hnPvOZDQTPN4bHql6dcjhV6opZJOkgYLLVdRu4ZQPu0efy+MqB2TW2SqEfROnHQXeQ8B22vl8zKlrbjdoIYRaOSyERgdLKnDLaZ9dXF0GOETiW4p7LfEj18xYxTWGdAFxQUdTGOuN1149WFhJg16HKeD1/YAms94CKgqLqZVnKPc/Nv6uMp32t2pMSQM6aYuuvCbY8qVajltfsC+uFNJ5hPBRdPyhgIxSU7jh+//66/RUjiNun8TPlYAPlGgLiGpWe65tzCtvfgSegK5/DzlaXdoNZQ50y/m5XkbBh9xhGhdaocOZTC0NbpVvA2o4BQiHdHv8f/MgX0xjPDvRdQN+tNRjYFropu+qAAkODw6mBChB7pl5DkpjwdD9WOjZOmUJkKvp2u2ivuvyOsUvJDji+0LtnV5Vv5niwNYDLaFToz+ABxJoBINdlmHB33Cj9qAH0yQYPs06RPE8GbGwTfC2y+cQeEDsj7Ex57R4DYKs9qSWmeVClNEwHN61Zwuwx/SdO00IDG8TzbCwBBCTe0L5lm5imJbqb96RKjFpzEfBZl3I4e2ylbWTZvc3SGPv+dbclNl6Ss9oTbK5jMsDRqNAaEmmN7gNvcS4Ne7LvVoC4meRJ56gu492/v2ZCsmCdfDyZjwU26vG1EPme7/QdbU+6dOb47wD8xjzP/436098D8NPL//80gL+rfv9TIYRzCOEHEEUz/+FSHvIqhPDjyz3/knqNea3r+duzq9Z3GEJYIWye8VnVdHnGtsqgp7pJp/RjHDmHsN54jFhNS2vGVrFI7fBkB8l3eG6q60eLpkJS8zed1O2uH1uBY8HwIBBRuUekscffmUGIMj7M8wek9ENnruxL0/kYYyuBvhxM12FKPaT35gPUSstGXWDPo/bZ8LTRF0sBLGf9KJYQQ0fU46k9UIGNqSWxx6LSDsxstCRWwAazx3TXD44VFSnUZZDpG7aJBCd1uRcTNMprtIN3GcbkSFvvUbfYMmuB0xqyz9G6dhjEnpS/i0aF+Xw22sC5ez7ojgG8RkVmVHilH2tGxW3ad8r/q3/vh5e5c7W9WzR8O3vYxpA4bGTSrEe0xajwOuUA69aPNk14HbTsBeJndeYy4KEujWH1AuK8uSTPulVh2x5msrF1/TnT9QPQSSHb1yq7IcUrnitrAHQtpskltdpaMK9bwXvsw7HaA+aeOZRB4HWwgRx5DnV70n2Nii3BV3vNrUSbTX89/z/zfPTV4ou2alTUSTBPR0ULXlqiu7Wd8exSLj9TSS2PUVH5NtbH7bqAEPQZ4ftaBWBKPM/ad4osqv3nWTOdANuWbXcx3L5338UuIS0izLWva91f3gOo4gcCEI9JKt+OAWVprrzWAtNkzch8rK4ftUbL5pzt6X3L178J4D8G8GshhF9dfvdfAvhrAH4phPAzAH4XwF8AgHmefz2E8EsA/hGAAcDPzfMsnLG/DOAXANwD+PvLf+5V6zV4Gym+JtAbW95jUAvRD/RDgRoz1CogHzbZeLYFLZYgVNEhwZzNTh2kU/rR1MVDOTxMtnSLgdGiSWAp0ur32GJUmF0/GoGWolSEyvrwxrZc075x6IIq/Zh9FpIGlw59wGWYNp01uTRVXpyWcd5nVGiHxO3VnZxNvecZB5gvf6o1J5jn09KiV7OEANsZAfbLvXaRfkXbp2jvW2rsDrAn92dYQoU4JgNsKMPJ0hfrWuDLbd9hlvHAWhtoi3lVi2b5jIpKtAxEVmN528iocFhpFRsE4Mq3Wvrb14GX5xBurVHLIZTaet2y1gMeLisNBnuPrR1CG0ioa5Otr+z5XXSvXj4OlEO4lQmUee5dfdfhNmVavfU8ddDOPJ9Tv1UqYsy/Sgq5e6BigXEaFbUd88aX+8xjVKxaGxoJCSAC7m8uQ/G7yw5Iv+4AwDEq8hr1fdEtLSTvO7tN1Zp2xDfjnGpfdP/5AFV70nHC+wbwsw7qjPn3IQl1Mna1YEgwWSF1sc8TqNiczn23BFxPO5ooQF6L0wz0gWP6pT05sUkefo91XRkPtAiRM76WLm+jdGkqWzyMtp5CYgYqMC2eE/sM9JaOZrqEjmE8HCpfN45n4gfdTGD//ppxLH4CX3Yaf/ZKNhOjAuU5sbVGNTCzd31bgYp5nv937B8Df2bnNT8P4Oc3fv8lAH+ydQ5r5WSmHWhHG9s4vszMMBtJHwSMg60/w9UxDvVhKa/dFyrkVXvl/i1dVGTDT9NMbdTiOyOCIu30M8ZE3mPFqGjp+jHuv0brC7AtxeSerYwKVkiwFjT1nk8ImlFBsJDU4XfoF2fNCAKT0zZMeHrG8nksJ7vUSLDpnaGo86NZVA10xEh3bBmf90AL+HYjHeY6GwtEoGYPzDwl48yBe+dD1jihWjkWrKL4OzPTogLr1vIn5v7AuhbYA9PqLILFqKgp5l6phQYn5T2YPSljPQe4ZnjwnWl4cK8WhnYZFRsliVHhfntN98Xnjb+zO9NsiT/uz7+1i8ehV1pCTNu4LqTSACroqgBWpuvHsdPUd5uyXHT6kTl6QexK2NAAx6ozy/O1uiXb2AKga+E1hoFRMyqsEli5P8BrA9UaFfM8Rzbhhu2ru+R4dqxmIPGMk+o7c9a09o0BLsjRmh/x9zZQUbCohn27dOy7oiw6zsdacx2GqbRL1vy3bsWWikh9vp2tbgege+WrAHHtWb5o3mcT+q637dKmHdifS136wdgBrYvCsX4UIxtcvHErkkjeGVGv0Tn5p1tX3do6vma/tEGLKlMspGJNYxlvr6EmO6biBwpwV3YgLP/vglECPAijwng+8X6L7V4eqaVRUev/bb6/Pb3//1+bYpcEMFA6kJ4x1AuXc/B0zZU3oZVGRaLb2aUfRXZ13s8krGqiGoJ8Tiwo/jsoxoP1Cg3MMEGR1gmZiI0trxHK42CgfXJ1oWRUWL2ZNaOFyQ5vaVRYa6JEUJf5OR+465T4IxFYdyFnHNg9A+QD6XIbzWz1qoXoPJsodi2o5BrDRgGm0thyDIlRG2dyD7MtUGvar8eoSE7/VDo8Vr16nA9b11jq2Hjj9RlEsa4EFJi4uskC2CDLvWpdFLf0o2IlWOfEutUi10/+VoBjzh5WWQ0WCGkB00qBWE5UGdD16o5GxYZdGgwwrfi8RBCl22a3Z7qW8Y7DCcTvmAXHxG4wNPYaYJWA0wJ/avBtMAJxDQ4zrRm3BHFth3ldquC3EiyzjRwram4YXwbKHqOiBtP80o9So0IYPVsAqH7+AKF/ttFBwn2eXe7cwwb6UkbAgIEhlFowUvphtRXvQqmdFBkD2wDx8dAVQvPxPXenU5UVJ8u0O/7f/1N/BEA8KziNinw1AegNQt5a1BfgSj8ATjupFl735l+XfoBO8nBluTL/FqHzoozUmT9QajDEf6ddNrker+2SdU5I6Q3QXsrBARuhjA/hAxvAwkCf/DXdWvar/y7zsTr3AHnP1kmePUbFd1xM8zt9SU1U2fWDQTjltG+j1TMbu2Qw8MZWa1SI1sXefOK4fDiN0369er1QWupECduZs8kFTdsIQtRBzGykdxGX1HVRCZF2hOAKRoWR/dfOEWXcdFBKAC2brRk9YxKCAh64cqNJBS1MnSWQHUKPUSGHnDh2SSDWEjAqgi4fPGwRYFp3/bDHazFNJqjTgXULy0Znq4F9RoX8bdVRoSm7uj+h06GtXj1n3kiWkDKELRRbDWx4Vz6H4s/XwS790OcQwAvoAn6mKFNydQmgfcnfpQsGRxvnAeVOgbfMHksaFan0w8tWl88o/v8+mCZvz9be6gQA26ZtRbElRI9LjQcC0CTPdaC0M0xJoj7nAE+tXmUOifmclhLVMoi15w4osJQ5p7vQlETSjAEGgE7tASe9RnkwzQOIRaBULilD2GRUVOC8tyfrdrWUFlLxfOLv7KBFg5+cL6Gp7/JcLeHs+hldDSE+rVHB7LEWvQAA+Iv/xvfj3/1XPo8vvH+Xg0AyCqKeZ6/PCL87E7BVVsyVfmjwDdguEatFlb09U5d+sL5TK/u2RZem0FRg9vzG87F8+7pjV/x/m927EtN0/PsaePDKq5o68Sjfg7KTvR7P7Xn5fLEMc3afqRb+BnRnxQ0GehVbbd7Pnt53x9WOwrdlb1s1HqIAE+8QbmlUmIqrC4pdty3bc3iOjb3JC5o8mPnHf1madknrJhxOFei3OJAJ7aPU1UvBI8vB1kEIg4jqoJQ9yOL9NUOFMIZz/s640g/egayp7FeHVn+unDYmc9XSIaEuFWnpWsIwJOqWu96eT1mQmaXnlUHydRyL32++RiH9gJR+2IyK68DtsUI0jnLYdIDgAxspKJ05FlIRiLN7vgqkPDBNlx7o120LQskZzZVyrGjyxJpLxj/9vD82hFDozFAOZ9AsIQJwP9Rg2n6QDKhMzlQ5hEY2FkDqUsEwPJo0FfR4+ON15o0tuRNAMwdFXuCez63c6cfeB7V20n6nn5xppOxMYVfFIfeBnBadk0PfJuRdiCdORFBd7TNXo6Ivx3tltrWAq2gxbGlU1LXwHiC+1cqx5flwNPO8h1nf6djlfSOf3QLQNdNJXrMHbJQJBn+PFWXIhN0IIeB86BedH39N/6f/zh9L/8/oh236Zq7v1FWMCqfNc+VrWdlqYeWw7NhV1w9w7VVLDQnP16oCcQIYA3L8wMQnIeTnE89Ei91bAYIQcINg96ak0/6kSrvE+Vq1HWMYFXTZ7Aab1tWoSOKYs0rYEKwfglFxqGKrretjAVRo2j7Xt7euobLvrztCMNnn+jD2gY0qCHRq2OQzaIfwOk7pENqaP1v/D2zQ7dyDow1I2BpvvUUZ6PsbVV6TGRVibG0nbCAd7K0uJAwwwx40cuay7Uzj33ULKSYoyugvFehXgfVlGM2uH0V2D7bmB7AFjpnTWWVL/RZbJc2ZMYaShYr358DGceTKmeqsyeOSqbPaaerayfja/cDxpIJMZo/prBjDitpC+anAWrOijPmEEJ0R3Z6U+c4AvUZtMG23VeHGOVp3f/LO0bq0hwnEU1Zjmjk7ph1gBhDvGzUqajFN40wEdhgV0z4tN7OQeBbVZchBL+CVfpTaTPo998YD9bnu7/tijZqjUehmJOfOCTRrB9vTC7gOnMBtqf3kTBw7LB6ihE6LHjNgo/bNGE0LoBTHZLKrKQh07JKuPwfI0o9CcNcPQFqZgXUpBOt7sL6T9ne9rh9AyXQCbNr4sS+TZnH+NlDXUp4U71fq3ljXD372OX7m3/oBPDsfqGy1BsMzoMyAS9pu27T62teyAM2tFsAUi6exY9pY2D17vC5vo+xS6mI4u/OXS4Nplt4EsM2oGCxmWqeZe/GygYENrR/z3A0rxgazhwtfjrBjMUkl83eAiuXP8+w3cwA0G3UB3QXQ3HhQ1n3S/dwR3wVXwagAt/HKGirf2JYov+dQtQEDtQNgIdJ6TqN2CMeZRrF9Y1g7wPb4LWNo3x9pvIxm6rHL9p4M2MLRO+OcqudptNUrEUti/hsOoX0w5SCHGR/nX2bGvO+4CyGN9ert45zKNXoZ7DVaC4ulzNUOmFYrJ/tt6UrdlRbwbSZReyB/B0wAAix1hNR3vBiflP2PmToLqDhWQUsE02xGRSn0tz+hsy79mPz5F/cn96SwflgHT76zlvFAXKPDOGGcZpNRsdWSC8CugvhWkLB3payPcni8c1QeXwTICLpmV7Un9dZ0DeiT57oW1rMc7CQOOJV2aS9w1HRTCtBvFdPsNoIi4/6HKoj17g/kZ8rsMXkPub9Ve57GV4yKYdxvT6r3JHMGJYe2KBWx5pIDCoBP8tTtMa1L+x4UO7bS9/I1KtbAhr7Pavyh1qhYGBUb54qs/6sC0+z1WQakbBKppSObLlOlfae+DAIBu/TjVIE518HynXJHPKY8qWQ/L/N3Ad+wnA8+4C7vL5R3wAH0i+dJAj9dSX23SmNkPFC23wT2NCrKgNEF0Ku28fEtHLtdMfEYO1+WopjDlW7MRAEh8hrNTGP2/K0Ci/Y1/bZa4trf1xpMs+OBuksiV0bKrTkNxrJrVJdyMAz0dfekxZZtrGuL7ZLe3x3xXXAVDuTEUJP0eDTRzKmuHzW9zT3ISgcgqib7QMWaTrbnwJRADvd8NLDhHPQVVQ3w6vOzQ0shioV4pT8+vsc6c+VtvJWyBmKFAAAgAElEQVSDvXeQdev5sA4JkwmUe5X3J4NAEkHVLKSZun+ZId5r0SZX3TFA/t3XqKhQe+fk0lkfKhPV1+VhHHgYA2t/vNaowHJGsOAboBgVZjvNrszMEPXqt5EV08z03Rbjqfu9c6yflrrJQBtnQD3TcU7OsKVRkcU048+eTojOtLDaRjflsLnnaHIWZmpP1pmfFu0hZv4hBJwOXSGmydDq9Rq1+rELa4b9vOctMU0ns9RSD1+yhPwgEIi2r4X1o8u3mPakKxbV5Lcnveo974iNAnwtc1lGwNXnHzrF/CTW3LHT5zrBXu1q4IHTUclikXYgXusvPBoaFboLjMzfLr3JfoSMZ4TOs7YUBxTF91BrwrGtR5XIY0o/ajAnsnu3J3bqN+r5naBuzSBxzi2UjApvT0oZLGP3+iIhwc1Hs4Tiax1GRRUP2B0Vsh0G/ETklii0a7clYZD2vD3+2Dcy3Cvwx9vzQFlSxopp5vbr8yIMbbB7V2Dg/lz0GUEBxFWiHODiB62dRIn3jzOVdAJ0snxKa8MC07R/DNhr9BNGxXLVpRxupqgva8YYOmI53r5/UYNEjK8NlnXQl+9R0e12Sz8U7Z3JvBUbldcvmKZc08XWunIO5Dor0OKUM6UfW7XAbntYMkuhS1cYapiow2sNDO9qDgK7LJDUkl3NjIrRpNWL45fFNO1a4LozDceo4IO0EnzjKLaAYlSwQfJMMjCqrhCPN59RsRJ8NcU0JWjh9tix7zDNPCtKK0unKTFARQGmee9RAhXel9Ar5pIlepfGK2YXkJ233ZKvItPC7JmuAN8YYAaI65kCuBvnUzNCmMyVDixctfqNzjeeuGG3ZOuoWmYVEHG1umVmD4D5HlssIZZRweuoZAc7MSocXZq6Dfne+ixKP4gtUwAP8Oefgxy+Pv9YrVGG7drSrrMGx0YjUwqsWT+e0PZao2I5V3bO6QLwnZ3MZwWyAIwd66rnSQaBpK8FxCQD2741/k2VDc4zoVEhvjEXpLWUb8nf55kfH8FSrpTmqPwgdg8IS0hECj2hwpolZHdUKFlgXryRgl61Rmn/fuYZ4mUbb+f+hZim7zsBKMowvZLEWhRajlNTTLOpZDDvlww82N/vmrGxO7xiWHPACbAA1oR+GKC6si37V99ne07ZPwY8jYpPgAoAG4E1URZQtCd17n/o6tIJ+xXauDE09pVQIaFRsaUkvEdZPnZZ3ZuhVh263EGCCQKz8rCimRvjiw4JBN1Oo31Z8MicUrEmLLRPrhWjwqh11aU6bFs9gK8xk/eItdv+wZfGq6yAt6a7kO/NGh8gO4R7veTlOlUUwxYxTQpsVJlJJkjrQls7U926Mj4m9vlwDIy6KwSjUbEGJ/czCUdlnJk9phXrGQdMC2AxdEcgr2mmzRwQwbRSTNMcXhhPL6CI8ylZQuI87DnZOrtNAdBdKMA0RjcGWJ4PFaSVDhXFlJv5PQDUFFtbTPOowCu5BqM8CVi6Fc2gSgybs7ELUDTP+Vz3gA2gKtFjypkmLjMm73GrnDu7JLHs9GMJ8bXamWMBNvoOsHb4GWADKNcoBfhW2VhWiE8/U0pMM+mueHYpB9aAXfoB1N2T7OcvHetKBsnucAA12MgHmQPpa8lr2PatQLkvxV6aQEUDK6rUR+Dm33WltpH3TAPCAlTAHV/YeRacVIE+FwSWdsliXtWtOj2xy9ov4zq+Zf+bZZTrPe9rD5W+FqNRodml9J6vWEJWV8W6ZNAEHFVJLgcQa7vtAwm9Aq5Y4AR4tzUay2YFvLWSPHk8YK9R6z5yfSyAilIZuBW1Z8QxS4SQoaUXGhVEUA2ozJ5T/x/nVBpQi2Krhd2oGrMqE+UdGwmNm9ootiyjQh9krAOpu37Ic2rq+mEcfsJ4GMZJUat848CKnMX5xDXNZvaEJp/GOy/oQsmo8K4tjQoTqKg1KpIo1x7dTitFc0J/LWryRWkJeCpc/H75WmmWgVF3hcgaFU550liuUao9acMeiwG+DzzoDglEsnq5n9QC55+tKwsVyv15h0qep3WOJkZFOiecevUVOOaDUS1imvL3aSZFmDvtIPnjdctdlqmlM8Re5kq6URWBtSN0FoLWqPD3vABQoBzmvMcYmnbRf55mpqFpjR47zaiwHWb5DHXpx97zLHVpCAdbqeFTwMYy/jryXVE0oMy2wW4RiK3bjfr16iWwIXRwC/CVLDigxTT3wSLNLvB8v2PVIYFJYNxawEnFOGHBJW1bPbFR+VtOSCzj97SoDkHR5P09VuvPMfMPi29DA+Ihrk1K86PQgeH2gGbUymdhaPU3FYjr3+ur7jTjdcqpk6Itvso0tZcYskLnMidmPFCyElztJMW0BHQrzf1ztKndaJWY9saXdlvuv38dFXDFMgmBNo0KDcAxYpp1eZI82633+aT0Y7lK8Za2GioKeOjKOjkmiLo2ASElBTD2WWYYFWXmyir9ADJdjaVcA23Cg2XdnjF+YyNZO7XOVgPMxsuZKHlOHt2u7qhg1b1JENJCxSraxjFg2tRQKx0kK8BFIF1Q7W0Zh1CBXUDsJ2+t0bqnfNKo2Clp0nV7YFhORQspwniugkY+6GXa5Mn7yx5jOyrUGhVWOc1m1w9PTJNco/r7ouiIhUZF/B3TGaVs68aBS+ye32ZU7K/RQlcECqjYbUuswTGuxFA7JG5mT0o/5pljbBSU09ZznWVU5MDLq62WOWlhw3m2AWIpWWOez/FQ1gL7Z4R2gOX9jPurriX0mk4AMQdstHb90EkVICYxmK4fLZTiodC02L82wU/n+RyrNdrWRpoHiIuuHyZzsgQ2BgecrO3YxTmnNZhGCw/qpBbxeQs7Zg8vMp9sWajuNOOBt0DcNyvR7L012pc6P4CjCdF1WYx1IsHDIN268s/2eOnwFX+2hm93UfHXtLxG2CR2YF3aJaujgiTNNIuNSTBowVemVTuAVKLXzHZ1wdtyjXrjgRIQtPTkgDWYk4GfPTuvwTHCd6rKkAEPSFB+BJEUKroeSmLUeEY6STgReyzOSa1RApzUnQnj6+K5u7WWLPuf7ueO+C64ymwph9qXmSX/SyxQbGc+tXH2Lh0UAbY+QjmnbLCuVumHEtlinAVdU9cS1GlBIpPKVAUIcfz+/XWdJUMXjK8JKgCZ0++sz1Cqqzt1hF3JaLHWXG5bNtKlHOuOB+bw1PWDmY/8XQztt0OjojYOvkZFLe5pz0dnetn5t7TYSu2XZrKUY1mjoh7unRHy/nJOZI0K24Gpu37s7fktmjZF66YZGDkIbMksTXNby922zjd5jV4HO6DQ42X+bulH9w4lhg0lg1p5m2Vs3BrsXnbIZwqgB6QbjDyf/Y4Tch1VYM0EOdIGmKEIn7TWErUnM5jGZsaAtjUtLBV2jUYgR5y7eG5Zwb7oaYndsNqQa9E4xs5oAD3bGcKODVxCAlgL0zHjbwX4xgG+t2laNJqcLioKYI3/+iWJepzHfNP7hQMb6ySbb2fK+/OAOENLl9cksVFJMDgZaxnniWZvaSF52eGaUeEy01BqIbnim6Fm+vnrZ5hmej46UZiFCn1a/a0GNI1nyjKgV6UfRDyjW69zLJ6uyZdLYvwjB9DH9ygBX8vGpNbiNTi580ZaB4ZdEzlpJueiPT6JbE/+/UtGuX/uliWMBPqGssHBzXk+8W/Z3wXgdlHxro8FUFEzKvwuGxl4oGjdyvlijMPpUNYmt9QHAX77IqCmkNoIWFGzBD4onWZeL0DmzzgjzWKaqp6f7TDQK4ZE7kPt0OpVoH+b7NpqYWCwNWxA2dfYuwRMY4UEu06J0vnDEwMD4IyJboM1LIAXo1FRZ1qsbHULrb61k40G3zgl6mUPTG3im9nYes5RKD7DI9GeVGvrALaOiqZpM5RWnWmhWjlWnzfe33gBhJLbBjyU2WoOLIqMiqX0g+r6IQ6PHVhr52gmy4GaHLbl7+I0e2tO2wCG9VNnAzl19ZCygLdpv+wgjy9rhwGb+hmCcsDcACpU2Xln7mmNalEx4/4qQGACd3mP+B1zAPRRgVfjZGcC9WeQdXQ1ykI1OMnYGR2EN2lU6FIRt1ynKpslvuN3aaE7jHMq4bKzqxmMks8i77t11YFdYlSYYprjMn9u/RRC5+bo6FvmPc+VOcf5T5TQOSDnSgnemhoVSpfj6jAGauFEwF5DWy2hmXajcUdyvmKo2Kj2GaF8aSLIBCpGBSFOuq9RsQdUhErA1bq3+Oo5PmETkeOShGHWXFlaQvpai29A2aUus0sHQ7dHLg2+eW2hi849BItnu2OaMb5bi2+aDPRGX2uLKdeyRrPd5jUq7G5UnzAqACylGZJpJI1D7u3N0d61mKYPbGjKL2FsKxq4pTchlz7AE2PAMQ5ST85nJif34AMqRLQFodUIoTG+zIxxGy+pscMXz5G/zXM+mAaDoSJzKhke+3M5J0ZFrv+nGSEJyDGHR1E6nTWxh6faaoDM3qrvWKitTOlHzrTMy+93DjNl3LjypFqjwhuvwDdmD4RyD7DPZ5xmyoEESoDVanuX3qPSpbGECvUeYyiwhZjm8jvPOKfxJJCwpsn7DtLYsKa1Qc+aKPuvknNL9vw1naM7QEXXKAzYdSpz4u8xcdjzGvXsUgmgM600gcxMo0XLlMPsMioKNXYbnATk3CWdKVVSyWb2AF6hf7P+3AWXQur0w4zX3xnzPOtOKrdx3j13Txt2hmVFcaUxbRoYQL1n2tiuFGtJzSkHIES9uioV6Xcoy3p8zaiwxTQbgJZCWI/T5GDFOuN4ZQeW33Fd7jJDIgTbdyo7A/mlHzKOak1f+QWAbwdCCIldAxBJg+VfxrfUAqgtrCIgnoeeeCug97yvUQHUAq62xsOxSiCxwIPMh0narMA3+v4cYA2U7FKPURHHd6gZKnu+wRaLx2M8FIly+IyKaYk1WnwtzaxjGBhFWW7Dd9zW9cPXBvJsHPAxASpKRkVjfTuxkY6r8f6mYBFOmT9Q0hF9MU1VR+j0vRUUWLKrLega1xUlI6ItHQ8G0ngWwIbUaBGBaWvXD5kTwJV+DGSQpjswtBwcQ4Oxrbt+MBl9yUC1gVeZGmYCFVUtpFebqTVF4mcmAqIGsHFlbMmgLgrEthhb7v5A3JfaAT4fOmcdVZ1+pn0wrWxpFX9nCjwt38tl4NZ0sYcbgIRx0gJVxHiSkgvUWQGeYiv7IDmRu8J6pXhlS0vcCCSYw9Pfc8mdPV6XETDZ2DJz5Y+P71EGLV7mSgOITPZQylEYO7zupmVfmjHAiJxpvQOWJt93ZVtohoqv2w76z7MGKvbZliVDwp+/fN7I9POfT99FsVRWA0PeQ5/TVJAz6T1mj9dOOdNFJSc9dJmtfy6KHfPENMvsNpcAaGkxXLf3ZJNgZZLHf40Wx/SSZrGTR5kU8sqTdDmW5/uloE7GOx9gpddFgI0Al90GkARQaeBnw3fy2L0ACkAz/n7/mZbijzaoBKBpT5Zimox/X5aisL6ZJOYYRsX50KdyWU+jAlj2ZSUQu6tRscF48ABcnTQDyCTPxPlaGuhifCENrrLxQ8n64Uo245wy4OuVz1nXxwKoiBRbvtSibmfK9a5WGhWeQ3VobX9aolO3wTcOBaOCpNsNi3FgDyY5jN2s0ipT54wXyjVZqlAgitU9rM8wKedO32d7fMVqcZSEW4AEneligka5P8s4kfef5zx/hjGQSj+YPaAC0ythbPfENK3DTAchvoNatQwmgCtAng/PwBDwhzW2AtYRtrYoDbjcJrPsI84pn0OAzaiQz0e30N3qAODMJY7X2VUP/BHDz42v94CrHq4yUanFlvGhazHNRHM2RIkLRoU9nZWYJqtRIUQqdw90tRAfC9Zx4pWALm1YBJvd0o9SjT3+zhDlCkhgFEeTbympXNfnm3tgK9vLnNMzn7nSgSnFqFA03mmh5e6eobq7FGGXNNOPBWbk3G0BZgbSIQdqqj//HQ/jlFiydteP7EsAdovnOL4ENi6O9s3poLt+tGlUMGu6tJNtAQiT7QVQCFtbbe/T+KL0I76J1Z5U7ssyKoDKVzRnE585qzkh44G8Jpg1Oox8RwXNmE7MUlPYvfRFrY4KQAleeb6NLoeLo/lW7ayweM2CobP5o5Qk2uMB4NndAW+uQ5qX1wKz6GQjdmk3ydPIkOhKOw9w5Tcs40G3gm8BoFsEdMtEpJ9gqDtVWrbsEzHN5VoxKtyNVCJmLVkBxuE81g5qQxAILMbB6fqhy1E8ldaC4okG4zZyYpq5np8U21GtbWSjWpdGFFuUqzVdFvDqAvNhDHBtzgYlWmZNp3CAGzoYtNA164PD7xJSlX7Y01FOfw4CLWNbZ6I8NfBSzZwTqCqEDRuCNApMU+Bha600yV5Erwzc4200hTSBHTHNne9A1MDHSdWrm0Fav9yTAx50hwSe5dS1sYRCDdbxTjkHTmZwCcjMNMuBuek93xJYE2tI7Dmto9K3ZWMTEDJxzLf4GcraXotWDwhjoAR+PLAof177Ompa/cTZbaDutmQFCArISfOz36Or1qi387XdlrID6zpuAMQerZ5tHyp7XgMb3pqWQJwdL8BMCyuqKBVxPFjdbtTTmNF/0+03rfF1BvpyGxGCpWnRFyLPVBKsxXdtZAMXgSkxHpCgjvdFdbba7e6lRLYZ3yaJ/BX1+faHCEHK5zhgQ24n/gcDLmmGivdQNxkVVke5ivVjdVSQ+ehuSB5DJYR872mC+4Dq9qQckKPXKBcPsG2qAeDZ+YDXjwJUMIyKbDuyZt3e88zrn9kzWpOQKmXvM7jKsYpy/EYxPFQSie9Mk2MyqjxpxUbd/w4+EdNcLq1HwAXK1Xim9/mUHU4/yOwSy4HVtAByT1pKTLMIxJ3Sj8Jh86Oovqrt9ZZZRly5jgdlZs/fSLVYpzde3qPU/Ng/6PWctO6HaUwWZWPG2OpMFxvUpWwyyZOvO8d434Hu+sGAV1t9lj1jG8KGRsUeUKE7zRBBlM76MHusVK5uKX/iMledWj+xF7h/OB8VE+wyTGaHijinqj3pZFPxE4BL7BntQDJr9FCBn9794/yjMCPbZi5pVMCfj4yPc1I0cCsrEPJ3DCDRly3Adxj57PM6W2qPrzUq/CAtlxFQALTOtEykaJkCECPLjAdnGLBIAn3GAZbuArl9qz8ekDXqO3iaJcQKD0onm/x5zOGF3WYYFTpQyx0VnGz1wHU8kNa9l2GkAXQpv2GDwJqBwexhXQLoB6UhZbg9kTxAO/HaN/A1LXTph1Wid1KlH8z8SzCTZLQ0lBWX2VV+z8u5wpR+NGlUHNZBFMOoYIO0+PeAzCPkymABrgODzKlJP0wlPVLSzNSiKn3RwTknTn0Zb1jTjyLeWesnzp/z/VgxzVIQt5HBTewBAHh+d8DrywJUOL66zKn2RS1x0tuU93CLbgyz5k51PAaPvZp9bwas67qQuieR1U+bjArPtwQqRsWOb2DprqU5uyO+Cy5xyFnj2fdla0+KntdQD388hIL+52e64r8yJ0ajoldIvNv6UTlgIA6OuisHTXsnS0W2hP68wzXTwP3x8TOUz8evs8yHB7CIaToMjNKh3b+3znSpo8acj1ZOjvd3AuWQDzOAYwyMBeptj9/ss2wcQCGEqte11K7aYBrLeCiEBCljUt3fvn1+nsKocMa33h8onfLrOJmaH0D5mYEIutg6KvE7ZrCuo6aBQ8ZbDv/a2HpXooHL/VmggmQwaFoxA6ZpphYQv+sQ9gOdGjhpUfRnMkvytjPkO2u9vzm8YFQw4wEsDs+c2HKupsKGaBnTnpRhnByV3WjakySjomAJkXZmxfphMuiKoeJ2/VDlTFmQeE/nJzuoLV08WjQnRH+LLXVJvhm48bqkj0l6AJmqTWlUVKUcXiB+LARKfUBZCxtSujEFM5AA6BU42cKEZO2YvEfBqHC+tNOho5mT2xoVxvwL3Rhuj8XuUqB8szg+/juS8YOUALLMQE31T766tUZlvASBjgbDsS/ZpS2dh5g1oYEWhvGgYxNGc6K8PwemPbs74NXCqLB0e+TSAJ8nunvoulRGTTH9+q6ww0B7kofXAyPXaM1kI+1MyUa11mgG0GVue76BMPes62MBVBz6NpVfzahggqLWevhC9IvIDmuaNkAKGKnDxmsnczxo48CL2yTjRgaxspGaENrld8xrbhNXeyt/L9kR9nhxPq7qmXrtSTVwYtPqt2qHzek0a1TIVDN9kXF4snGju35MnLEF4udOYpqOA1NQPBm6YKEXwDAqMr2Qyd6u6Y7e/RX4RtLqtYNxGxgwrVNtlXkdFYaFpFsbUrXDir7IMgykdIUu5VjWKLtntKJ/bqtnfGY5F9U5YWdX6/nb16Fg4vnPJ2X2ZgCkUJ6uV2da+gJIz5SlgY/TnMtiKKZfuectcCPStDnNDG3H5hnuF1B0bKDsWJsDCSy6KxPoNarLSL1MafwMG0GOpQ2k1kScz/79M6OCb2N3PJR7gHGAh5EHcjQTcibmA+TPzHT9qMtsB4cltNaoGM0MobB+AI4VdSiCRoah0tbpp7VttswplSdRpR8ZnHTbk6qyBk60Wc5o3nfqgpTPLb8gAVy2bPbYlWuaZ1SoPWwxKlSZLeCfE0U7TQbwPdR2g51/w5puKN8q2ascgP78fMBlmHAdJoqZVrTQHe3W5RrMZPaMZmswvlBZJuz7WquuKNScuvKcJr/jYZo4IfKK9WN9B3vJSX19LICKXtHGAab+v0uZOkrFtispvExmb0qIHOcQaprwlQhatEEX47DnRB7TxuDak9Ytrbzp64OeMbZaPJR3+iU7zDEGtFo9k61OTtuiJOxlEvql9SBTz991EYhqqQWu2596h31mAHDPR4wbzUJSmRmmtzpQGwcHTFOZQ6bcSIMgVD1/QS9sEN+cOeCkVlpms9U6qLM0P2ROmlHhqV3XmR8zu9oorFc6/JzxTOASCzx0Ilq2zIfoBCOfgRFyrDvT+C2Ju7Q+ATJI02CgM395fDMbuBf35wRogaz1wwQtkqFn9Cbk7znI8cGiLuSuGWxmUpzCVtq7GwSqzCfjQAJZTJNNkugyUoZRoc+VHATaQctlYDUq1owK75JAnGFpAfnz8mBm2d7TW9NABkMYRoWu35Z/mTMiARW3KfkKe+PLsl//zCo/r7cHVIlky55vYFFpLRgmyaPBGa/E86hKPxhautjEgvVDnKOxMoOzS/LxaCHyPhRBI6NZBywlicQ5mgLlIQeB1hqtuwz6vpBq88yIadaJS8LXGhvWtGZUsGDas/MBAPD6MrhJRaA8V0QQd7+ErgQGmDNL22E4n6EUlIU/XgkGs4la8e95pp8G05Y1SpTNasB3b0171QHAxwSoEIYEXxZQOTCMgz3mhcgsXCCjxnS/eq1R4aBQmuXh1a7qFlVtB1OjOGZjqUhLGzgJ3Fs0KiT5PBClH5IluQzZybY2qgRR/MHRNYlp1rR3/pkuGhUUBbm99eMwtmRX14yKfY0KtSbI+ZRimubwSqOiRXOCBE6qbC+350PhELqMiopW7BnotcYDaTwZMU1V691y7rLChkAOQFrq5+UzpPIk40VbnWk8FpXOpHlX0U+e6DSj2+RxDmHXmI3V3zHnEEq9sew1L3N1d+xxueVSGsAGi1L7wYY9JkCLv97KNc0AaXL/FuaeDlq8q+yKwjAqMpggwaDZFvrQlQ6wcaScj1lMkwUbJRCXPUnv4RYHW7KxE+k7LQCoZKCtZyr12wMZiBesHPilH0fV9YPxLc9KfDMmwczhhZ1hOjC8S/3/sQLQfY2KnPTIjAE7aLmNXJKntKsckCD6WwwQEv+egzRvPgBSW3HWd9WBuFcaA6hnRDIq6nIj305WLB5v/mKXSHbpQZXWMwBozRhgwMlnd0cAwEdvrwB8dq8G0GW/7TIqKmCA+byiJ8cAuFtdOazpa/YC7Wv1VVKlIeZrESIfFei+t0a9JDHwMQEqch0kZzz1F88BD9l4spkuICNmxL4rAlNGo0Jn67xa4Ez55TInJfDAq9WnjUce3NPcoKBfZ4fttyjoZ0wQKM5HAiqclke5PSlnPKWOkw/qurK0xLn0QQMQQcuio9LCUAEWxNVBpOU6qcyMBC+W0jIga5SjaTdpVCjGBld3KHu4LdsrDhubCUysKMohzMBPKvcyGQBVZxpjTskhHBpbYDWCdUMDWCelLqwArQ4qxBGzM1HxhglMm7zSj7L0hmOQZIfNd7Djv/PMiW8W3agYAdoU9LZoVHRLJtB3XgDg/tjjIbHS/DUaQm5PyrOWOLCx1pxgzzjWgQTiHpumObOECOAhqfmPHGUZiOeDB/bK34pMmnHSyX0uw0jbpRoI4RgSvBDisc/14cx3DGARVuYYFfL3mwrELUda7xnAL/2omX7e5z0fO1yGuF9aOqzR4FvBpiU7/dQaFUS2Wr4zWvB1nCjxSt2Zhl2jIcTW6yzzTe7XQpMvWx6z31lmVDBr7qaYfh6Yllk5xBm0Kv3ggli2jXRr+ZYujZkYJARRTBMAPnx7i/dwkmYFuze1GLZLP9hS9qPyXZk1UYg2p3jG+H6LpBDnr8uZyNuxHPNRrB9VrgPYnVc+ASqWS/QdaOOZaOwsxbYUV6EXbkNdoNT2ygHIlH4kY+LUBera7WbGAzF/3V4I4Es/5PmwNPmxcCD9zzDNMSvDdFFJjIrFyX68TbizMicSdKWDyZ6/KC3PhAMp84/fL/d5xdiw9MVjJ0EjN//tjgo+UCFG4Z9+8AaffX72Sz8agpBoGGaqDrLOLPF7mEPVk0M7cvRIAIVaNNMG7nTQ4qT+d1A7VNaM5PlfCkqub6huBQXWvgRcbWFgtNS3a8osI+R4rBgVjIDu0OAs1O1JWUFcObf8Wmml0zLB/QKkZaA4SGwQKHYJ8FlUd6cMVHiZKyDOQWjsLBPyNnJgY6E5MRMU7S2WEHFOt2gJaSZYzJQ6ALpiVHhdaYAlo69aP1rPtGgV2QA2Xkd+fC5h5Oyert6egpsAACAASURBVA9nwbTDYovlTHTBn75Lz9Irn9N7Boh+gQVUnA+lRoU3/fOhw+ONT4IdlC/H7OF37vqhSjlcoULFevA0KnR5HiX4qjqmsb5QKuUgg7RW30kEg1s62cj9s24PY5cEHJtwd9z3RTVbgBUZTgA3MX4lpkkEvaXd8+cT78+VMwHAp5+eAABf+fAtgHx2712FjorDTNNCkcyeWXVVBHfuFkkkY/oFe4E9d5czscWOARWjwrLbXezql3RUDND9/ImYZryyaFz8mUbwyGzpqv7cmc+6Fpj8DGOuD/JQKO2kCs1qV8CoyH421OeTNVp95UAyWaU8nwaH+V1KFRYGAKOnAGRGxeNtxJ1Ri7pyUF2KJ+9AAkKf47MIdc0Y48BMMy8gpRHXTF/0v2d5nr/5+6/wxz//fH/+hXHglJY1eMjQ5PX9W4T4IpjmI/Zyf8bhjO9RttD1NCoKcdLJ/w5SuRRDsVVZHAaFFwFgDXYxa6ik8PrrhxUG1J/hWpR++BRbDf54wMatOIPM6awZFfbwdGXBV3tcX3WBaQPf+K4fsdyLy1bfq9KPt9eoyv50qSfevH8IiVLsfr+Htj1ZAuK8KLQuf6Jp5upn+z1KhXi3/l995ivhQIpDzuyxEALOh47WtIj3DwvriszULZ+XtXun6txlmWm3aabBtAj4Zi0qr/5fxgHCqLATGC0sp7tjnxgVjC962gj0rau2e8wZVLcbZZh+MifPf9VsAWZNZEZRZv2wgO+Y2G9twAYjSix6Csx8MmDK0eo1mANEX9QUcNXgGDX/sp0mz3jgO6xlu8d0u8q+KxsP/EtfeIEQgF/98kfxPQmR51XphxMv0YC4LhVZfscIxBbaPeb924AQIGvfsOVSKeYjfSd5TalRsT3+E0bFch3qoNEbX5VCMMYZEKE5RlivNCZMnaUYOKaGDYhOagpyHJEtWUDXZPydg+kdhA2BHKS5z7PqQsIYz5WAkbOy61aFbOnHdYi08WGaTRQ7HwTxZ8rBGzmlayA+0xZgRj6eGGcWTBMggTn44vixWUxznmf89ldf41/83D5QsRLTbMgUMUGdzowxDrBGyZmsw1pM01/VJSuK0Kjos0iv7HlPTJOtayzENOWXRGBXtMwinmnRJcQevqKNt3wHufTDB2d0az3LOB+7SqDKzdCXLYa9B5QA3pkTRZP5AFwmTbN+WIdQwJb0PB3nRZd+vLnEf5+e9oEKKf1o05xgSzYru0Q6ay2dbNZMP29Oga49B8o1yohpnhZwmAXTTodyPBPkXBv2gJRgzgTNX8YDfMkdkNmBWUeFZ/p5ZbabGhWWmOYhnrmxZt3/vAIUAVw9vw5yMPsi27lkk2MGAnGfCauLKv1QrAcvEN/SnGAA9AJMcz6D/HlMa84en4CNkbMzrWW/Wjz+RvhOteBr1EWxAXetocfs+ZYuIWsxTfsqW+5yJYyAZqw7b4AopvnHvvdpBiqI5KjEVh7TT4tpUmzaQoicELitAHTA3gNdF9AFef5wx8fP0CVflBnfq8/M+E5yT6brxydAxXL1XYnas6UKsrnp2tihjQZ+Ix0kYMmWFnWojJOaqWEAdpF+DSRwDmE+OBhgo85EsVQpFjiJc+qaWDNnZTyHyacv6lZtj04Nm8xHWlEy8xHnqKVUpKW2V95f1gRPVxNgwx7/ZAk2Hq6+MyLXqQ+pfdRlmPDe/XF3bO73TgYhVZ1fczaZVOqW0g/WIZQ9wOz5qBbdkLlSa/rtdQkCjWx1ChKIPVPUxZLlVStRMXN0dmDYPZOBkGX+Hjipss8MA0C68RS0boti23dV1sSejwBRbDcq+bto9zAU5NIhZNc07xAKa4YppQGAu2OHh2VtvlkYFU/O+8+076T0o+3ManGAh4mrzw8hLEACL2LcdWXXDxfc6zITbDSU0uU6bQSBZmB9KB1U75w7H/qmIPDcqFEhzD0555g1DQgblQN8RbBzJPY8UAIVUZDYPxelS8LFKf3Q4qeMr3U+9Hi8iUZFwx4eWCZhCbh7bFegTOQxvtNJ7UsPTCvLt+LvbAB98RUbfKdO+a/x/t6+j/+ODXZvIIEWQDOOZ9X6kbdLl2E07VLZnpQDTnLpBz9/acPMMNnk2TN7uNSo4MpmAeDTz8744E0U03TLkBWLhC/9mKg9k7sqSnzl+TVlaQnA6nvNNNOvTiLxLWJ59mRdxrh3jvZdcAH5jwVQcWoVBlSHJTNetxdiAutVfTux8U6HqKbNBoHiNAPAm4tQbLcPs9Jh4w8OVhyztTVjGWQSFAxkHRI2u3pS4phMu9fc9WNMjoPFqOilNIPMFNUIJ1OrW9I7+cOeGF44VACnUXE6dHh7G3KdJSlgxJQzrXtX2/PJ5UxcXWPBKiKAh2MN7jkPVNNfWXCyVwc9JaapgpZXj3HPi6jU3v11tte6DkvNYblG7UuCIhZ4OHYRuGLFMaUzDd8GTjmE47R8Jn9fyh54+XjDC+N5Jlp9mr/vkBSaHC4FeXEIZ15MU5cReGu6LO9pCAInLbDFMSrmeaYYFbF0gmSEHEq70ao5wbi/Ul/N7oFYujLT4J4+56y6Xrk0C+bmONhA2YEhzsee/1kF7cz8U/eqBgYGwAPo5TnKihLHVuESBHrPVLMYPKFtvWcAv/SjbvPMAD8yF1bYHViE+8BrWrCt4/V7DIvmBNP6EajKk3Y1KsrnA3Bimpr27n0KuR2b5JE1PDWUzbJAC1B2lJO9xjzTa1pzPjhWdv3g9jAAyjfQjApmT+rGANT4VKrDJ3aBuDcFFPf2vLaVLKOCtRurpBbpu94mPmYVfTLWl2hmVFQaFcfe9520aOp1sJlpnvD+xwOo6MtsNRuIy2alGQADpzlRZn44YyvUJEYwCyjRrFcLUPFsJ7sqG+NKllpoPQIQiGt2Ljj19gIxJjY2EL8zEd8EeEbFZRibSj8uw6SACpsGXmpU2POXg4alyZ8qh5AxDgC/psVQyqHNGIcnpx4P1zEDD4yxJZyX+LcKlW5gPFC1vYfW+8ueYUtFNM2cVFfvanV1H/gBgMs4pmz1s7PFUslnBGCviZhN7hYxTT6ouA1zU1eOoaG2N5VLpTk69+/ymvYypeV7xHd4+XAzWT9JwJXsWpI0PFiHefk3tSdlGC1TzqR5LtVRlz81MSqUCBwhpgnEc/TtdUAX7HO0C7yDeixKP1rAzJZSl7Kkj1K4n2ce3FMUW4suK9d5g1FhBtZVdylfYLUu5fDm3yU/COD2gMyfGt/YqQVAahUu51ALo8I7d+sWxtfB7hJyUr4ir1HB6wWUAHpDKc3EzSe+piybZey8Hq9/V19ay6ldTDNeLLuU1euSv46kb3ZcgDH2jJCE1+NtTHPyn2m2S1HA1dZFyZ1mOD2tpP1E7LHUnnTm9qQ+45r0wxo0KuR9pMyQ0UvTpTSAoVGR5sO2ta6BDQ5A16XdfDzAnbvCduVFnnPMF5M8PnQgpcUA8HAbk+3fnL9T/vFtBSpCCP99COGrIYT/W/3ue0II/yCE8FvLv59Sf/urIYTfDiH8Zgjhz6nf/+kQwq8tf/vrgUn1qCvT6skvRS0sgKvjjOM5zYlSg4E0totTzghmATnTBWhGxTZQkUs/+Ox5nD/ZyjEFgUKr9y/t8FAdEvo2YEBKOaKDR5R+qK4fosJtMiq6dpGwFjHNRPUiwbcsIEU6nOJAksAGsGRLryNdwyafOYsX7Y/vtXGgGA95/kw/+bU4Jj9+Il7QL3WErOAukEsz4vv4GhUndW69XhgVzxhGxcTtmQQ8kMZTWtyywINkNZgsThpfaGBwAOgwLSwqwtieDjlQePlwwwsTqIi0fbEbTFBXdJDwgIplwAxQgfuhD6mMAGAA9JzN5M/dXHMPcGKaAPBwHfHmMuLp6WB+b10nYpR8ySBbFlCDmcymFDCNtTNdWMRAWUaFohVTGhUqQy/r1AZ821hO50OHy23ky6uEVbT8TAPiI4dmZvZqSzvNeK6wjAopswXgOuV1ieR1dICKQ2k3mOcv3SCYJFjd+cYvNVr8guSLEuCt8l8ZwFe3cL2Nk0n1rkswATuwK8U0uTUtb53FNO1r5TsxQEUDWCd+5OU2Zm0pSvA1s3gssFfawNPxjy79QKOYJnFO9yroZXw50UeYBNggo7+jYlR4gbUGc3gxTW7PlALAvGjzQO4Bmf9taGgmsJyJOd7g9kxkVPjxElAygi9Ol8TvKFAB4BcA/ET1u78C4Jfnef4hAL+8/IwQwp8A8FMAfnh5zd8IIcgn+5sAfhbADy3/1fc0r5ytjj+zNPBc+sE5F6zmhC5tYFFsAVtYjYpeNBLmGW8uA06HbteBKWuieDFQVoSstZWjvEeLhkerRoUWYaIYFUftEMbDz0axa4otZ3ha2rSVDqc5vKBuAfx3pjMV3nV/6vH2NvIaFYdSd8UWkMprjskO60xLxBFaghZ+PFtaAsR9dh05hkccX7YYbir9cFhUQGZssEFFEj9dfmbKXXR21bsybZwP6lpYRfk9YtDCMCqEKg8ALx8HvLgzGCqVGrvfr77cw6yzIJoNbawiDoiK4zkHElic2mlKQaBHWRag4nEY8fY6mPoUgJR+zBzYWAi++g5h3cmJyyaXuiI+OzPT6pn30MKDVNcPVXrAMNkii40XeW61S61ltpqNCjDMNBnfEFj3kVmUwTT/HJXONB5A3C8lcaJR4VKcq++XTahcBg4QL8Q9CSCkbMtNaicpqj9nlzJ4chtnZ33msdkuWfdWz5Nk7skaFmyMBzb4PaCz1d4uE5DhQflOzL5P5UYOo0LYyaxvXJd+eEuibE/aVlpPaTboNUrMX67jIWs0MSwq3Z702Idd+30ogBZOKwpoiZeyH8H6Nsfmc7eNgSFd3KLgq7/ngVyOD0S20P3pD2npxzzP/xuAD6pf/ySAX1z+/xcB/Hn1+78zz/Nlnud/AuC3AfxYCOELAF7M8/wrc3yqf1u9hrpOfb+IgHDAg2w8cTjZhcVqTqTxDbXAqfSDDAKPanO/vgx47ojqAQv9j6DMniqHkKUXXkcuMybv0SamKfROllGRKci3cXIZKgnYuE2KUWE7MGxHBbn/dZhUH2R7fGaccPdPdEeyFliCrhYnvi798DLW8pmZ2mrdwovJDkvtKq20XHXxaCvf4hgSwkhgGBtAFrIDFuN58ICB3Jnm9TtoVHhTOi7ip0xv7zh+yfqkbKx/TjSJYyYGxjKeOkfD0rnHZ6gAGZwZxgmvLwNe3O8/z7pLiBsE9iWAzu7haZJz1B5fqpO3ttnmulGJ+ONVShKdSd1pRsV1NPUpAN2elJh/Y8LgrOwYm6nTjAGuJLFLFGcA7qJIQM5NNCpIcHIkNSoOHa6DZkjYEzovQXuCGgk71qJRUftaLWs0jrfnA2RwKXf98D5zj8vIlX5ISdxtzMCG9fxbAXGdbefskmbr+uNTG+lFT4sF3AGktsQ+0090JEQPbP9NClYXUZqhz1wWcJc/s76i/H1M87HH1zotLKPi8TYtz9Ov/9flGV6nmcgCm5UYKDd/YBHTdF5QtydlO7Klkj57OorRwp/TQGmLfM2Psj2pFTivSwadeWjdGMIOly2D4++Yc/HacO5KIphlIQGZIeG1aZerC5lR8XAbTUaFpbECfGc0Kj43z/PvAcDy72eX338RwJfVuK8sv/vi8v/17+lLHHxByWn6HBmk1SJePvqlAn1y44kD0CKmCcTF/uYymOr/rUrR2jioEvfdK4SQ5s8LNmX6HDNeNhGdHU6MitFF+YH4PPsu4DJMuBBimmtjxaHYE3nQnA6lA8wLoLYJxLZoVEjpR1qjXmB94Nd02bua0/wA8ppuFbhlx7NgXXxNSJRlJgg8H7vE3mFqgTWt+PXlBsBhVKT5xJ95FH4Z783/UDIqvPGHviuMMy8Ixd0fKAVcGaBCAMHXC0PFZFRU9fYMJTSWinB2JjnYM6fennR1biMp+lWCbyzrB4gMCcAPAhNQcRvx9uIzKkLItc/eVZcY0tpJAw82yp5hgZy+KwXp/KAlzulxGDFODKMiA6z5HLUDO+2gumBapZ1E2bGBz9TVrRaZMwJoZMEs50RiVDC0erLrByAANKlpoedP+IpaaJHZkzqIYsu3su/E2zFAt3bn1qgkJSgghywx3GpP6l0p8CXXdBLTlPEE26HsQuKPP3QBj0vpB2uXUle/22i3Jz20+XJa/6KFUcGKabYyJA4KCGETu0DpTzLlSQLoezozGXho9C0HsgOd6LS0iGk2lhtFBjov9h9fEzCOMeFPMSr6LJr6eBvNeOk7XfrRcm09qdn4/fZNQvjZEMKXQghf+trXvgagMg5xkDmRWqPCNeaaMgs+SBYqEINii/Fk6lABfRhMeH0ZTaBC6udz1w9/LkB28Fjjltu3MuNzUMRmulr61ZcaFX4bOEAUuMfklFsbT1owsfNJOipse6FGOp8sl9aWu00aFacD3ipBKLYu8EoIxJYCQ4w4psx/JAWeqmyyPbwo/WBo6fIaVvkZAO4OPS63KTFz2NKPy8KoCCGyXPYurb4NcOCYADMAD76x4GGzGGXfBtbpOdGlHwuw8c2HCPxYGhWtArTHQ2mXvNmUGhV+EHJ31EEOr53EikID2c48Si2wV/px0oyKIbU13ruk9KMFPBSavDd90SyRc5djkIQmu92HWjvJftF9Iaw3pfrsvUv7Nqn1o+NklwK09v0jq2ukwcljo/r8QQWxABEE1mCgMx8gf2aWUXE6KICYCBzl/tM0L+06jeffrFGR10OLXWrpLiVrmpmPfo/YPckHfHVizuuwJvoV13Gk1mgG52eauafr7fXPe5f8WUpFmO/gqsFAxtYf+8iiIhgq+T0yo8JOmrUB6FH/LAu4ukkwBeQw4FhfMAZ8O9Mt5VXjxIF76XOoc5AuoRt9oELrCHEJgMwGpvZwKo3hNSRSWS6Z6Kz1wJg1KoAmm+QR/1Lswf0fVjHNnesPlnIOLP9+dfn9VwB8vxr3fQD+2fL779v4/eY1z/Pfmuf5R+d5/tHPfOYzAMoOD0C7RgWtnExSSNdBEetgz7kO1clWa3Xs15cbnjmZq4NQWhuACukAQAVph1wTxQV1olHBZq5C2TbOdQCyg8eUfshrHtnSjz4kxHWZkXnvWliPo+fxmbFWMc0E1rV0/Tj2eLjm9qRMl4rbOKu+1fvjNWrPGAftwFNBWnLwuM40WhyTDXIiMMP3Aj8fOzwOvOaHdkheE0KFqdQCJFjaWG6UOwyw4FunxB8ZrZ98xjHjgbxvhtHPVsv4yzClVprWOZq7G4mdIdccuccKjQoQYGwR5PAAeku7TtmXAt56z/Tp4qy8uUZRYsvBlvtPM9eaUQf54zS7oAkgQamUAvFA10japa6L7UlbaeAP1/gZeuc9hK14HbLQtqeR0LIn5d4jGeTL/mJp8vIdvV2ALrfbwaHaY8QeFv0qqZf21ui5z4yKi8MAAHLQyHSvOhdsVD/oKsFGTnwz358Db0UQlxYxVv7udfQBX32uMPXtp+SL+mu01vwAeMB3JEu7awaGz5QrNSoY8Oduadss+gjedVLg2HX025MCPAvpsAAtAHfulmKajF2q9wDh3y9lBCyYBpRniZ80K9e0XYasgISGUhcWPMxs+JZ4qU4i2eNby05lXrnrBwfqj9Oc4iWT9eOcCd8JoOLvAfjp5f9/GsDfVb//qRDCOYTwA4iimf9wKQ95FUL48aXbx19Sr6EuWXSPN26jysa7kA5kWcrBB4Fsa0NAiWk2Mypiv3qLUQFEpz8FXc4nOEvNYRIq9OefRLyaxvPPJ9e3c4hr2dbNL/0AYgeF15chtye1xDS70vhzWZxMmfVWUQKLbpySeauYpu5XH8f7D/XJqU+CUIeOq7MsBWL9rEAW/XLWqGLMcNlYCXr5OsgsjtmW2WMzXXeHHrdxTuuN7UxzHSc83EYTwQZKjYpWlhPAiIq1lYrUuijeK2oGA61RMfKCUFKyxgjo5uwwT6sHNKPCD0oB3a7THp/KCG4TpXFSdr5haeClbfWCFrFDby5DrK12gsCYSePsxr0qK7k2sOQkyGfprFGzhLMZfajbk3rfmYiNRjCEA9PinJjW5bVuDLNGxUbKz+b45ft/uA3UeAEbpY2gt37W5VXm8HTPYQEnAUKj4pi7xF0HW6gQWIJMVfJoBo2FLgrgfQO6LTrTxUMDG4yWE5DZmZg5AV2dIWZKEvW5wnQMONWdZowveYuBQYtjJlzGGb98PBbYqJmEHKMifuaBPIfkPa5pzdllyEBO1Pq+X9ZrYOKZQkxz4n2zx2GMpQfE8yl8FX84gNJfYsBGIOuoeILEgCp1cb6ukkFPiIcWvm4LY53XtMhdP3gwrZ1REQFi8V8tf9TqTgd8m4GKEML/COBXAPzxEMJXQgg/A+CvAfizIYTfAvBnl58xz/OvA/glAP8IwP8C4OfmeR6XW/1lAP8tosDmPwbw91vmkR3CZaM644/JYR6L1+/eXw6CFFBw42/jTG1suWeLmOZBbaaH25icuN37H7rUEs2t5zpkoIXJ+gAKCCERVAlyaFG3vi3o0g4AU2cJxPr0V483sj3pQntKwBKHwmdja89FHLa312G5v4NIBjn8uKDo0JV7gCpVOEl7Uu4ge3F3xHWc8LVXFwD2M2pVTi51VFpEyHhK8amPmgpMr3F5j8QIYdboYtBFH8E/hzKAeBnsulWg7JTDgqU3ZdwYh+2iRM68hyrfPwvM1K0BaUbFwJ1zQA7UUssyKnPFMSokqMt7mHOwGdFEIAsGCyvn7OzJooXuxK1RcVKlBbYX1D0rgAp/jco5ygBLqaykweHXgTinZN6lAI1t0dbSNjt1ALiOGEe/PWn5GezWj0BmSLDleecFQGe7EciaFAaSx2qRvz+Qdqw1OwxksJHu+rGcW1cCeAAi+Pb6okSkLUaLBgMbNCoeb2MTiyqVP5FAjqzRFl0aARNYpp8E1kwJo+5gQGWHG+rz5VxjmZ+pS0gDuNfSvQpYSj8WvTTGLkU7loNAJlvNd9bJpR/MmqgZFd51l7STOF8UyNl5tnQcKM+epw6jXJdMXYYJJ6uVZiMjXuurMXtYJwnZEszToS/2jHcdlC8KNGhUTHy8JAA6k9j9hf/kx+z3dt/tW7jmef6Pdv70Z3bG/zyAn9/4/ZcA/Ml3nYc48PLA2I0ndETWeIpx9soIcn07n12VQPZKOqmJUTHOS59lp/Sj63AjEXJ98HniSHIdE/DA10Hm8e7wolUhG3QBMajw6iblen53wMuHgTIOspEfSEpr0qgg6YUy3wcyqJNnLsbBG7+qtyeMyZNjj7fXEZeBq///1//o+wCA/+Mffz3OyawLzIc9I+ZzrjJXPjjZRk8FcnZ1mmccvBYYyKUfbKZLPsOrR86J1x0ALk6dJVB2puHKz3LHDHY+13FKTg+beUvnKMkayzoqzgeA6uIxzW7AEucQS9AkMGL2fLIbJIMhj+fAxkdyD8tc3164gELmlABoKrtafmYvqBPNlDeXgcpWn5XgLrvnH69jGxC1rFGOcp3nw5SWdF3U2LiRe+A+daNq/Awk4F4LGLvgZ8V6Y32h7DtxTvwDOX4NVJjD03sME9/1YwVOOp/52bnH26Lk0QgaFZMz7jEv+5yBh5iN5fZAWj/EGRd9J77cS+75lmTB6M98c8oUgNxphmUh5XImyAvMq/aFvD0grlhOOvl7IJY/la+3rrtjh4friC4E7pw+dHj7cEv7wNRLq5iKfmCdhToZJptmVAxO1xtAt9wdl/jBf0BdF5LGA61RoZ7jk6Md6urkcYyX9j9Dmv+NAwNXpf5kCeaj3J/YlRIfCquOieFawD1Adf2YONv37HzA68ch+Ssew9e6vq2Mij8sl2yc1xeOISEH8QMJVBySs8ZmBcqgi6GQ1hRMr/Wjpg9dbpO58WROw7LQGbZGF6CcI84BjhupAY0bZtwcGpZcEnSNE5cVEGP5sDi1HpADRAbAy8cbJaYpgkEPtxbjNtEMDAlq2KAu1ZLf2lhCLAoP5NKPCxGAAMCf+v4IVPzqlz8q3nPrKummHH1U5s8pM5dZHwp86/kgSt6D7VoC5PUljIoWjQomCJS2dDxCnlldXSAc/tWabsuuuud0FbQwbnbW+uHOlShyNqbPwFBsWYA7Z5+X79c502XNJKafc/+8fqIQKKPDczrETB27B+ScS4wKx86k0o8F0PQD5X7J6PulFiGE2HloKT/znieQHbYWcHIYZ1yHhtKPhVl36IKrqaA1KmIJHQ8uXSjhxw7TzLOWzur5y+u9+wN5PbjdtCQpRLJRa/FNLhtbMyqIwFedW96afnI6JOAtfob9+2stpBbw7XLjgKusSzPRvlNkVDSUwx0akzCNSYDTocNFZYc9W5lYPySw1FXnqDcfCSxz+R93rks8wHwH94uYpld2kN5jEae/EPX/dVKL6nqzMEKo0g9VkshobBRrlD13uzbWD5AZi4AfJEtSQZ6p9Tw1a2kgkma6bTbTyanrwgLWjW2+mWoMwLaCzy16OUbFMHL+NxATu68eh7TuvBjUuj4WQIU81NdkZjKh/KQxl4PlTTq4yWz1ojDbEuinw9L50rUyLRM4ageedWijgFRLmz/eAdYCVcx8JGvCOL9APmxePgpl2X/N87sjXimEkGNULGuOMG4yf2Y+Utv7lgzq5CuSNe23Y61QeCawPvWYZ+Dl4416nnfHHvfHHh+9jYGU9RkkKBaHk2YXDFynGeknz9QopvdY9gy75jSwwQQg8gxfLh0naHCmhVFBqFzr+QgIwuo7FBok9JpmmWxl0MKAacIK8XrPy/Xe/RHfVJkrW2SrdFCbs89OZkmCstT5yXmed9UZ16LJEfeADzYm20qWfpwPsRXf68vgttWT8S0O2/0Clg7j7D5PQICQEdeRE9889JF5GB1ULhM4zaD3mBYEfSQSDADw9HRIGX2etcSztK6LQx7Hc76Q7AG39GM5B1PXGKIsA8hAC1Ma9rW4bwAAIABJREFUcxSNCmFUEIHUOM20wOezc9SuYtiutTaW9/xzu1rOLtXZamYP9F3IbFrG1+rKc4vvqMAlws5LtyuWuXevtLGY8Rnw5cZ3jeNlj7AMayCXfjwOU2LR2O/BxwOte/6+MUEi+0kCcc9u3Kk1yvoSfddhnJcgmXie9byt7md67DBNLgNdl2MxgLUu/WDAZCAnSNh4TGuWcIB7t7DtOd9sNSfiPZ5LYpco/fCujwVQsUI4ybIJFjFuzqQpYzvN3CKR+vAHkmL7fBEniU42Ua+uSktYCqyIe3IOsM7e8g4zm/kUtM9TQE73T7T6GAQyr3lxf8DLhxsutxGnQ2eiluJAJRSbrO1NegTOYd+65gSFfiAZFTWlm1mjT5bD/Ztvb1QQCEQD8s23EogzwE/bHmujsS9dSMigQu8ZFqgYRhFo4wwDEIEf/bM3/uE64kru+Vxv32YMuXKvkJ4n4O+BFOizYFqXz1GAC1rEeMasiW8433tyxEfLGQo44GQFtLCZRtaBTA4zydKSPSilQx6ALvcUMIpjVJRAhRdYhxDw9HzAWxHTdMafVXabWaP3xx4PVx4MFBHjmH0mnk+3MA/JPdOrc5d1BuN4TlsKiEJkrx4HKtBMLB7yXJfnz645CYzZ0o9jX9slrlTkNcngia+J9dhs14/sG3D+4tNzjzeXHCgzzED2HE3ZWzJAyHppDUy/rouANavTkgJx+Q58/TMggjMXIvDKSbDR1VwBYgD0qIAKv5SjBLh9BkYbG7WVVQRkQdbH64i7hsA0J82s1o9tvtz9sqekJbf3ffXV8/HAsZJRwWoDqaQK48yhPKu8c1RsxXWIXSqsoLq1Y6Cc6ZeFmcn5fl0Tw0b7rmzXGN2piJmTTgIwIs8vlsRuYlR8UvphX+cqCPS+yFqjgg7qGinaLHCi7ykorRe0fP69OwDA7798pNTVj1230HrYUpQ+0cCZGrOMALdsPN5BFYVZdmP3XcygS5DMoNgv7o54dRnw5jq4xiTR2BsFVt+Qwomp9IMU4mst/aiNLRPUPTlFcOzDt1famNwde7wi9mVrGzvNqOCBhNAUpOk16gkVAvE7u5BsB0AzKjjWz6eenHDoAr76itvzWvCVB0t58PDU98vzj1kHtmVwZr61lT8xa/TTT0/4xpsrHoeRCnLevz/hOkzJaTPFNAUQb8hWx/mTmSsRrrxy6yGVfjQwKqQlLrtnpJTjgzdXAJxT/vQU9zzD9IsdAPgW0tHBG2l6qrCEGAovUJZ+tAZ1zLNJe/6Rt0vPl25UjNN/avRV6iSPf//cfjb+/M/XTtYAfYsTL+UrXuAr2dePHuKa9tbo0/MBb64D1XWl1mvwwLGz6uJxI+r/uy4k8I0FHnopAWzwzYCc5PHAyTvlqzCAYGZRcXs4BXUjV9rTVaUcvpgmlvFtOi2ZZeY/0+cLK+dx8Lt1ARlgvaQyZB8cY4ETef9k80i79EiXJOYEA19i2MaYBsrv1SuFkBjmNk6ub3DoO/RdyBobzvp5olpys76WMGxYhoSAezEe89ePnLuPDefofTOjIq7ptxKzfsKosC8xnq9JhLyu6WJrq98kCq+/sUPg9QWAvJDEOHgL6/MvIlDx5Q8eMM8M6q1o7w008KZs7NAaFEWUnw0yx2kBNsiD7NPPTvh/PnoAwJZ+RKf866+uLlCU2q5dfSV2QDEq2DUqYNqFO2gSo4LOpJXZfBZxBYCP3t4oBxsoKXnWZ0gsJ7YcS6HekWLOGf9hatWo4Nf03eKAMfoRQP4OxGHwXtN3AZ97cYff++YjhdxLB4NLSzlWS+mHOiMoRo5ykAKhgXGsAneGJv+ppyd8+Obq1qHK9f6TIwDgq0tnGus1hwrgZoUB35DjQwiRgfTgM5D0XMVmsIyElw/8nn/vfnk+Ly84H3wwCoiBXQKIiXPoMvItpFPWZ+LLq6SEkS/94HVdnqag90btAalP/uhtDJIZ7aRn58ioYLJpOYhqa3nMrtE6aeOXfpR7xi39qNY080xfKHYp8x5i57/x+kq9x1PRqBh9/0+XqzFs1Jx95mnyUbNhpAHlo2bWkUknACnB4Gar+w4v7g746O2N1uUQFhXNRrjlz+udQWJWHm8TZWdWDAyPEZLANB4gjkLtkSbPBHTv3R8ju7dBO4ku/TiV+4UpIQWir8vcX+aaNTy48qRpnil2uFzMc6/H3hb2mPcdiOAru567kHWHqNKPxBKaOYZ4r8uWCb2JxEwbKU0LAKX+E/EZXiy+wddfR9/pEzFN58p0Rw5RrLPPbDac3XghBBy7jm47qMe8eoyZGW9hvXd/xPnQ4Xc/eAPAdwhz1w8OhdfinhRQoRE/EtiIQdFIMyRaGCEA8LkXd/jdD94CaGcMeA5kLv0YKIe2diBZMI0t/bhb0cA5VP3DN7xDKA7LNx9uFMMAqIAK08GrjD/pLLQwKg5d45puLP24P0XjcyGz+fKdpcCReM3n37vD73/zsanrR0sm7SpiSkz9v9ALSTrivQ7qCIezzuyxjIphmvG11xdq/PuLsf2Dl4/xPYx9vwIeSCYeW84EoAmoWImxMgD0sU+aFsyaSEDFq0cqqAYiUPGNN5KtJoKWoWENHXOLZKpjRp9LGPnSj5lmYDw5i83ggAog7gM5dxnwTbST2NaPAB9E1WxUD3jITL82sC4D6PZ4sTEfveX3/Iu7xWF+dUEIvpbNs3Mc/43FwfZLPw6Y5sx8sz6z1hFi6u3vCkYFx17NAqh8C10pm2Vp+EBOqjBJie95esKHb690YHe58Xb17tinBECLr/X2OuBI2Jla08ItBT/kIBDgfKfnd8eYfb7aHSfkev/+iDfXMflzjJgmW+4le+wly6ioyorZM6VFO0nEH9nSCfa+9djrwqhwWULHnmYthRAimHkdGta0lH6MdCI4JY4pYKPcA8x1d4q2lWW1COD7tSXJ84mYpnO11hxmlF/Gc1mEJobEocsHfQPd7qOHKxWwhBDw+ffu8Dtfl0DcP5werw1UIwES6PFtjI3TISRjzgWZAbeJvz8AfPZ5zD4DXPbwTtXueZtOd5ph1efjeM44HGuHk6SBsyh5K/1Vv+b1ZaA1KnRwY60jcS5Z1D6EgFPfpd7kzPd7PAS6zSIQv6NLQx2hINIXslTkXVgtAlSwXT+uDUCLtIpsoSMCESDmgvBo2F4uQIU7fumN/gEZ9ALRYQYigMUYzveeZMYAwNWfP5CAeHYgeYftyelAic8CmXLdolFxf+zoMwLIQeCHbzkBXaAEW1gF/TcXbg2l7CoJJGixSF6EjBMFBCLbAQA+aiiHe3o64BtvFueOOHejuvqNYi7VtPTW8iRWd4XteFALl3tsh2Pf4dR3Cqgg1uh9/A5+/+Ujnhx7NzBNjAryXHm2nEMfvvXH1wA6rTnRwF49H5byJ5KBEZl1bfXwQD5XmDX6qacnfPDmSvlzicZOMyq63EGCtGNADJSZ+3/LGhXkGp3maMuYzHNm+kX/1QKJc3zClVQ+qUs/iHKjEPjn09rNDBAwjfdVgOwTcyLbcextnPF4G13wTVhLtHbSEuSze+x8zIwKTg+sUUxTaUvRAPrSmebhypUnCZNNkjyM3tLe9bEAKs6Vw8bWArOtJQ99h2MfUkDBZsYkCGQWyg9+9hkA4Eu/8yEVNAIx2/W110JZ9ussY50rmVlKQAI5vm8T4rsT4KQhk3YZ+Pp/APjci3P6fyawToHjw83NHuqgi1LtrTJXbiYq0d65zNV9I1BxXNZ0i0OoD6+WoEW/594VQsCxD3i48dne06FrchaOfdckgCU08yvZQUIEs/jxGRgDOLDoe5+e8PXXF1wIJtL9KWpIPFw51pJoeLTWMr8hjaFeo8yeeVbpIzAZfQEqAO55vn8fx3/11SNCsPdZLUDLZpbeNgDcJaPCEx6MtbQvG2jy98e+Dai4z/3pWXAydvrhANCU0SfBrlRHO3D17UlMs4FFdZXsc0M504dvrvSZ+PzukEqNmDX9/HzAZZjw9uLvY70nmZJE+X4kqeKxVGotLZeBUXWQYJ7p/anHR+8Apv3By8dEa7euVOJJln6Irf+IEIXOdozrEBdCUKUc3Bo9H5VGBZPk6TMblXr+xxIgZoKWTz2JjAomkDqnTjysLk0bJV321KtHju2qGQZMW+53ASqeL2v07ZUrU33vSbRLielHsVHbgARhCFEaEiE0tDxezvRHnul3d+zx+jJgnjnfDMh7iynp080Hopimb7tbWE5Rx2akS9mjRgXPJJQOdCwQIky/b5IliUBOtD3cxiScb121fhXLuNy6PhZAxVMxJKRxEzTtdRPwcKC6F6Q5nQ+UYZPrR/7o+3hy6vGNN1eaQvPsfMjZRuc1z87RQZ1nXjOjqevHoUu9vannI1QpmmZ0xDy3CTl+9vld+n9mE8lz/+jh5mYRxEF9+XCjDxpgKe05EMKDydgua8jJRD2p6g7PROvBu2Ofs0TEmrsnyzi25uUFgUDM/LBBoMzhdQON/XxQtHdi/k9PMZM5EC25AGnvxAvKvkhlB74+glxPzgcaPHmmjBWtM9MANuZsLAeEtO4ZMYRsLTkAvP9EAxUtYIhfjrLOVrMaFdx4oAQqWBZPC8X2TmlUsHtGzkUWQL9rCDTlnJvJ7lhPTj3eXIeoUdHCDBwmqlREss+3cUpgsXXJGn35yGeuXtwdE132/kSs0cXJ/uDtlS4BfH3hgrTMDFyAClJrSQBlN3t7zp2iAFDP9MkpA10tQeBXX17cNoUA8Lwu/XCe6VPFmgG4UuGWbHIsbWjRD+tT/TxdNruU/TLjn98dEILO5vuv+dSTEz58c6MSW7qtdYvIH9MqEtDlTJzdS2uUDOpOlR2gbP2yRgHOF32/9g3+eYpp1kktcg0lRoUzvusi2zXr7bF7ngcngfy5GfaqNB/4spSCu4yKNmHJWJI40AyMu0PXxnBXyXgG+HmhdHjYeOn+1OPtNXbxYM5RWUcM08y7PhZARVKxfcspkwta1AIkPC0YEowD02eldDLb+4VlM7Ff+FMNVBCMCllQVI3TQdXzkw7/mwtfoyV1n68eOWPyTG888vm8p7OBJMoJLKi3Y5y1cjJLDQNikMYcrE+Vg9cTYjjy+VqypYVxYAz6UT9PMmhZnunT08EFZ+5POYhiFf1fNtTRPjv3+LBhTxZBI5mJuo6RwcDW9QLIgq+EQ/j01OM2zpHS551zuksLueeHacblRtbnn9ocPNkDw9RGq//66wuOvZ8d1q8BuOcpTupHb/2MuDibcuZ6nyGXb7UwKvL8uXO0pwMoIDPT2PsDWaeCBdCfHHvMUaDf16hQc2b2/LO7w9IqcqaD3rfXgQ6Kiuxzwx4A+Of5/O6Q1gRX+pHXnWeL71W2lE1IAFK+FQjdmFK/wHsP2TPfIPcMsDAq3qH049VloOjHdemHt64TmEnus+Oho7uuALmUgw1atJgmq9kwpjbV/viuC3h+PuD3l7JZqvTjyREfvLlSgVpihLBBnepGwGargbhG2YQEEO0kC+gDvCYekNdcnB8DuFfaSVZ70kZGRV32y/j3fRea7Nj50AbW6fiEPUeFbfxjP/A97tjn5wOenHr8ztc5TT9Zoyy7VFoYM23jAdX1o1EPIiZqGT9Izt0LHU9Kom2eQTHT7hJQEUvlGaHtvetjAVScDguNvaHm6ukpZ5NZKk0bsNG+8cQhZIPAFqf82fnQeNAoeh4JJEhLOnZjA9H4t2zUlo33XKHYXBeGTv0/yahggZZzdo4Yw1AaT865uFsOV4DN3h6yqjTh4BWMChKllefEILQx6OJ6e8s9E1BHGsMPmvZ8jw8bUH7Jjl4bBGXff5Kzqy2Cr7dxdvf803M2JC0O3qsLx3gQY/jBG87Baw3qnqlsNdv6qnAIidfIPhumGV7br2dVgMOqw7c4bHqPsQ4eC5wA5T7/dtmlokTMWaP679w5esTrxwHDyDEqXtzHltNNbeCGCQMJ0D/VwBJ5Juo1ygGsmWLrt8pTlF+yjACIrKgmnRkSqDgdOtwf+6TJwZ7rD2Q9PFBmq5kyhcRQSS13HVuvztE43t/3qesKw5A4dqrdq3/uip1nwbS+y/phrLDee0+O6Ttmnunzu2OijTNC2NeG0pVzEh7kgBZZ069IjYoUuJM6PPr+bEcFvecZMO29SuTZbE96KLtjed9xTprxQMuT06EpaXM+dnQpvsyplVHxb//g9+In/7U/gv/6P/xX3bGi6fdPvxEZFR6rJQu+cmv0/nRYAHG29KPL4FsD0PXBGy5eetY4HijXJeOvy5gP3vjNB7zrYwFUAGXtLY/g8Rvj6akH22cZiM6F9PVmDlegPXMlgQjgI4RPz9qh8ufz4v6YHXJi/PPzAddhouvVxcF7vLEbNT4b9iCIr3k3RkX8fweVPuaAkfl+i4OGXJ9ALENhnQs5aLrA1e3pg6mFJg/w9epymOn1t3c9PbUBCc/ujnTpk8yhxRg+PR0wTjM9vvV5AsD3Pss6Ksy+L9u9cjoqbF1jCoheX92gHSiNIbMHNHDAOpAC0rPrrXWNxkzAMt75zvou4Nn5kCjjrFBhS3nS00ag4vnSupK9//07ABWffhrXKLumy33AaVQA5Oe9O+A6TnhzHalSjvfuY8ngR29v1PgXd0dcxwmvyNKJJ+f25/m8oIEzgTjPshGwlAXQU706Of6pYlEx9fxAZDwIw8YrLQEqVlFjtpoJAo99h7tjh6+/4rp+yJmSy3Xs9zj+v+3deZjdVZ3n8ff31q3UnkpVkqpUKnsMhJCwJYBAEGURcGERXNCHB6ZxwRZFZ5xx63batrVpZ1ptW2ee5mmZ0XalB59u9HFc+hmXdpwGI40igmArSwRZDGsChJAzf9zfqXturKr7PTdVdW9VfV7P42OqOPfeX/3u75zfOd/zPefXVsp6NGNnuS3rEcMd5bbiUYj+fVee2+9/6gdU+6Lx+OqJfVHP0uJ0ttozwRAzFZ92PiEhHq83cy/2TZ5xBnLSx9t6z+dAsiTRt/Qj7lHh3+TZu2dG7sbrUKnDcU8Xb+Ahazy2oC1rKQ1UNnD9q9cczeKkDzWZZQs7uet3zoyKYqLWG0joWdDGnow992L2gjejopoh4bvm4jWaM17qSu5FnuBkmlV+MBtpwjwKVPR0VG+GOREn8AUSGpnpirwdvIWZM1e1n1F/6UfkOf5FXdWZ3pyMgf3OzXBqAicZGRWQM3OVZFS4NtOslql3M8m9HuL52bP3OXdKN5C1uVBsLPz7R+QNrDvbS2Pv7d9Ms+wu39eZl7XUmy6v8pTPTKuvmRnO6PSDf2C9ONn8MWeTJM9n9GQOotKUaF96YaX8U8/6rumY9QO+7zc+9gv8bWLtNV3/NTWf4Rw0FrGruveNvo4yJas+Z9wzUE5TLl3Bw/Q+5liSmA6MvY8YXtLXUbw2b7mX5zUdmcGr3PtAOtue8zjWh598xtlBTduUBrJ+PBkVGX9zvH727H3OdT2ky5l8gZnqfg3eQVr6HeRmXnkyTsptJQaKVHnPTCBUBoJPOAd2PQcEKnrrBN07yqXkCQy+2WfvUhqoXD85y4o7y5VB1LPP+R/9mAYqvJMAUf09Ktp4bn8osi98gzqoBHy95zPyvH9upl9fZzWt3h3s7U0DFb7v2KwyCCyXbNKJp9976mHdJaFx6Yd/2e/CzvaxrCjP0ve+jmSi0/Ud5PXNGrGou929iXG6maZ3fLin2HPCO6mVs0FsvGd49xjsyxzvQW1/1xN46Mq4z9czbwIVtQPHvLXM05HiWdtw+77EsRRb7+xhRqe2tyNvYD3Q3Z6XQZLZGenJPJ5GKl5tRkX97yCtbD11Ojzpzc2TvdCbMSsGlWsszj55/97O4phyNs/JOSYzG7tGvTeTgZ6YCbO/btm0zngGdT0LytUovHNflCgn68dbvpGlMTGjoqPsW+PXk/EZuW1WHFB4Z5Z6G6iTsUPizTKL7YS3TUzPYe6TaXoc6zIXdvnbuVLJWNS9YKxzlDNj7S+f9x00klGxpOhkp+3ppJ+R/A1pIG486THk3rfrPeoS8r4vqK4ND8EZWGrPr/O9mRkAacA9/XvqHY/n7437Ozy6x7nXUvH++50d5spnVI7Zm4HR3UA7urQIpnlmAqH6PR/4eeOJ/awHHn+aktUfaHZmZvfWZAO7Zrerg0ZPnRnu7+SBx592t+tQ7YuaOTd5Ts5hf51rtCfZFygnC8y7nCnNAPHup9CW0deK7eDTz/qfQJe2W55BXalkyZK7OoGHzD33YkbR2GayzmsujAXofefokYwliTnZ4Y3K+Q7ivije5VK98amK+/a7xnsLu9rZu2+/exPm3AB9X2aAHmr7x67NNJMyClQ4ZQcSMst31wQ2PB2q/A5hHCjkbKYZpTfeemU9N8P+JFXNt5lm3t+bn1GRVLzM8wm+c5qWGajTwa7toPoG1dXyztnk4hx5rjeoNi7emb1GOtkxYOSd4Y4pjzHoNZna4F5e8MdzPOk16ko5zcw4qUl5dzbccRDoTqtPjqm3zsCxJhjomQXpzBv05sz0RvEceTvMPZnXWyq3HR2sU+chf3Z4oDuvw1Cb+ebbXDLn/TsbCFTE16wa7HaVT+vBYO/k57Rm6Ufm8jPXUo6uvPL9mYGNUsnGvmPv+Yxp3VC/DkNtvawXLMod5Kd/r+f8tJUsqcO++1JcuuJfwpg/uzoWqHC2u7GuLyiX6j+KvGhH9+x9jp6O+ptC93e1Z6XJ93VWZ58996W+zjJPP+ufRFre38m+/cE9GwvQX1yjneU2VwA9rZdp33E8aeae53hqspwy9pAAf+Zed8YkT++C8thyQe99Lz2HS5xLFRaNLQWf/PosF4GHnD3xBpIAum8fmLy+QV9nmX3749J3T6Br+jMq4vIJqD9e6uus7MnhXT7U11kJVDzjXMoR+8Xe/b0WZo5/OturwTfv+RxM6q0n4LugrUSMO3u3K5jIvAlUxIbGs3M15C+FyJ7pyuxwQrVB3lfsbVFPenOo1/j1Zg4CF3WlHWz/xnqQP1udM/PjfX+o7dR5IoTp4LLeTGBuGntbsYEr+I+/Z0HeoC520nJnkr2z+VA9R/717f5ARW7WTG9uhkR2+bxBXSOBn7i+0rMhF9TWm9g5n0jtWu+8mduczS695aGaYeMu350XyEl5Z1djPahX56HaDrWVfE8hGagJ+NYvnwZLcr8D1/rtBp5SEZ8q4u1gp+c9rdPj6T2I4JjnvpobWEqDCN46PNLfVZT31eGhpN7WOz9Q+x2ndXQ8lba88m/vbH5u5l5sF3Nn53PfH/z1fmlxbXqXfsR6ubDO+YTKcce6Um/ZB1TaiGqmn+caTTbEzViuE4+tnmXF9el9f4AVA5XX7A++vmh6r1lUJ6MiXsNPOGeT46DykT2+TZ5zl5NB9b7qCZaWir2KoLFB9cZlfa5yMeDjWh7WUc7aSL2/mNH3lk8zuXInFrM32nZmoOdK7x0DdQIVgz0LxoKN3g194z4wnvtAGijJ3R/O832Z2dj4xx2oSCYVuh3ZpWbVoLX2qHDqzhzUxS/Rn46YObBuIANgtLg5HLFikat8Oniv15ilHWbPzTMOKKCR2VXf41sjX2phOXvZQXpMnoF4TkZFPCbInx12Bypiee/Sj8wgQhzo5txs4+NDly3sdJWP5zE+g3syucG93H1gcgMVuTN7NcfjjDDHwV9co1z/M6r1ZmmdgePB7AMzXUs/4jF7r+nVxSx+IxH7I1f62tHYSXVlVIwNunwd/kVJu+tZqpCuZZ6OYF3unigAl5+ynpM3LOG8o0Zd5dNOS712d7iv2o64UlqTgLjnfPZ35WW0pB1I7zW9fFHlb/C2o8v6q3+z576U3tvrDazTzqO3Qzt2TTvOJ+Tf92Iw1pOxATC8MO+agOq9rDNz6Ufah5pMrGeeTaFrrzlfGnjkm7TJu6ZH+vPP59olPYBv81OobYcGnBkV3uNJ21DvpFC89r3tdMya8e7bE+uh93ymvJs/xoDP4jpZaZB/r68dD2SOZ6ZhL6HcZbaN6Mu4RtO+gG+z/LzxXu19Ji9z0tvuxgwJd6CiJw1UOLOyi+/NE8CdzMG9ehbpzh4E5gU2apY2OF6zenE1TdZ7TGcevoz/8x9OGbtJ1PO8oV5XOTiw4nk6eHnlc3YmhwNmGp03k1WD3dzym8fcN5P2thKHDvfxym0rXOXTwe5gnYYM4uMx/cff21nmwSf8j1eN17Q7EJKxcSXA6KJKYCxu/OXxm0efAmDLin5X+cGMjIrcLKfcQVpa3hMBrsnicRxPWh/9GRWV8+PNqEgDpp4sqnLJKo/ezHgyDfiCjTEN3LuZJlSP2XtNryraUcP/jO4/f8UWdj+zzzVbWrw5UH+ZAsDaxZW2+Vln1ttgT16HJD5hAxpZ/lS//Pql1WvUm3GyenEPf3fZ8a6ykDe7khsYqCnv+HtzO5z9DQQqHipm3tJzO5lhZ5B3PJ59QrraKxu7+Te7rMzo5y4x9N73YlD7mWfr3wOgdomRt108/+gVfO+Oh9i6asBVPl4XnowWqFx3u3bvzQ5UTEfWT00avuM7qwlUONvpmFFRb0+UKH36Tb20+tz79kBmnYfKkpVnn/NtvgnV78BbB3JnqwH+1+UnjGXOeMTz6Mlkq5lIdQQc04nIDlcwLX/px1h5xznNDbQ0Ir1X1ttHJQ0OZQdmssc/9cu3t5VY2FnmceeGslD5G3718G73eCk9Ju89Kk4gxUn2Rs2bjIqxhsb5pYwuqtwM4zqqeoaSL85z81m3NH/Q0lYy1i3tdafhr13iD1TkztSl6amudZCLqhdqdhq+8/zEjrh3/T/AN9/xAl5/8jpX2fS8ewYtMYXPM7MH1eCHZ9M+qHZIvDNR8TtIOyaTGR2o1AFnFQDgxZuGgeqArZ7Y+D3P0Ynvz0wvzO3wrFtaPeY1jmDg6uRv9DTE6TW9afnCuuWh+jd71/+nnZZ6My1tJRu74XiXY8VxgTsYlOnfAAAXIUlEQVRqX3T43RkVRbvi7XDG99886jufABcdt8pd5yGpZ45B0YbhSp1/zllp4vdVMt/s+ZLkO/UM0tKsGs8gKg2ge7OicsWMgRceurRu2fSceO6radvW7jg/6TnxnJ++jjKv3rYS8Le7L9syAsDZm0dc5T1LjCbiClRkLjFcmL00I96XfOWHFlau0accWXVQe416bVq+kG+94xRefPgyV/lYLz0BdKgG9dMJq4nUBB5cGxXm9YVyAxu5k1QAhwz3ceyaAT7+6qNc5Wv3qPAt/fAeTyPLsWJGo/c+E/sGaRblZMYyKjIG1dvWDLqvT6guKau3lAaq12V7m7nuGzUTkY5AQtrv8G16nLs8KT/rJ1ft/kaTf8ZgMmHg3eB2rHxmwN2fcd+dVT7dh8cjPe56gZwotp8rBvLb7NS8yaiINzdnAJ4NxeynN7UtHah4loqsTMp7v/RcbSXjwq0rXJkVacTVk+Kcrn/3pLGn6ak5ARSoPv6untMOG2bH3Y/wki2+DuHBqJdWD3DKoUP8020PumcmVwx0sePuR1i9xFep4+DVcyzx/aF249fJxIHKhozMnE9cdDRPPL3PPdO1oFzic5cdz8aR+usyD0vWbnoa++GF1fPiWce5eXk1C8Tz/iPJQG50kS9i/FevOYpHdu91N9yxg/TvzzjEVX5BucSqwW7u2bXH9TfEDbbiAHsypZKNrc30bPIHlXbiN48+5Q6OxUeorV/qC3Sdd/Qou3bv5U0vWO8q34j3vXQT//bQbk7eUH9gfbgzABWNjq319pX3pgVH3gBX1NnexpbRfrauHnAHxHNtHu3nxved5spKSx3iuEbLbZU9GCpP5cjr0HrqsJnxofM3s33DEvda8tefvJaLT1jt3vm8VDJO3TjEixyBnKivs8wTT++ru0cFVDNavMezKDOAHjMq0vZ3MvE+4w3QxCDymYcPu8o34tDiu40ZgvXEe6vnHPVnbqCbO3DPnd02s7E6436CWHsbf3/5ia6yUJsqXi9LpZGNGUtWaUP9g9hK27bceV+KbdX6Id99acNwLzfetcud/dyI2DfwBPh6MrNvczd5Xp7sc+Lp7+Yu/Vg52DXuv6eSt08DtW1VbgaJJyCeZi94NwqPd+sVzuyFGCzyjPdSOZNCkfdeMJF5E6hYU8x+ejYBgUpDA/6NbVYknRxPB6/cVuJvLt7KocN909YhBPivrzwy+zXrHI1r2slZ45w9jw5zDEpTRzr35Lj8lHVccuJq93fciCtP28CKgS7XgOFV21Yw1NfB1tW+dNPYIHlnMmOGhDcNK0Z1vVfbxpE+Xnv8Kt6YMfvc2d6W/Sii7RuWuModPloNJHjWyB2eBB5GHOeoVDK+9tbtrhtJLB956/C5znX80VBfJ3dd9dKs13z9ypPHNjisZ+vqAf75zoc56Xm+7yBmmB3qGDQCYxtyeQaZAGdvWcbf/cvdXHCMbznWws523n66L4jTqLVLevjOO1/oKrtysJurL97qDjzkzjTE2bO3nbbBVX51ZtsM8NW3bs9+Ta6hPn+2xqcv2cYje551ZTlB5XF8u/c+5w6ORd701HJbiZcfudz9vmaW3SZec+mxWeXPOnwZf//jna52MXaaD3P2bYaLiYIhZ2czduI3DPneP056nLpxyFV+YWc7N7z3NHeAvhGHjVQ640849wZa2ufPTEsnpjzXRe5+Zml/zDPbDow9WjK3znj1dpR5x+mHcNhI/f5uGpjxXM+VJ+ss4He797onheLYcuvqQVf5569bzN/+4NeccZgvOHbuUaN8/oZ7OP/ovPt9jlhv4qNrJxP7NJ79LKA2Y9oT8B1ZVL1uPP3vtK11TYwmdd0TjG1EzKjw1IGaidrMp6J4+utpuzDknKiNT2k5xrm87aHi8bNpP7me2/70LJwJ4gB8+PwtvOGzO9xjuInMm0BF3NDqkGHf7PCqwW7+5OWbOHOzLxUrVrycaN+ZGWleMyl3Jmqls4P3wfM2c/v9j7sjhMetHeTGX+9yRwgrj5Ga3kv6Hc6ZbagEHnK+4/h3ejvxMcXOGwneUgz0z3Je0+1tJT58/hZX2ZnQ39XOm05ZxzGrBlwdvLEMkgVt7gyPzaP+Rhvgq1dsz2q4Z0JvR9m9edEnLzqGex/Zk73Z0cYRX1R9pL+Tn9//eM2ymsmcuH5JdmCm1eSk744W9yVvpl+pZFnnJ3ZyvAH3VnSac3AQ/fkFR/Dz+x7nxPWLs163bJoGaTPhz87fzOmbhscG2JN53lAvN93zaM3y08nEAIU3MPCijUP8w833ubN51i3t5XOXHc+xa30dbDi4fTw84r1muzOA+/x1g3zhhgW8wRHUT4OHnnOU7hfgKZ9Oong3Xr9w6wq+ctNOTliXV2e8zIwrT/cFV9ONkU9w1uHujjZ+t9vfzn36kmO56n/fzknP873/6ZuGuemPz3DPPh+3dpCffeDMg95EcNLPWDPIESv6eddZG+uW7S36xZ4ltlD7JBiP5Znl0+PwTAzF4JY3c7URW0b7uWz7Wt74gvp1OF3q4mmL0qU0udkF3rbuLy7Ywsf+6Y6xbLB6Dhnq5ft3PORehgz+fauiMzYN86sPv8Td/57IvAlUbBnt5wPnHM65R/lmQsyMS09a637/7gVlPvXaYzhm9cFFjprp+itOci1bOZA3sHHx81dnve//uPRYnnxm37RmnLSSN52yntGBLs52BhJefewqbv/tE67OEVTSWW/9wJnujIFW9J6zD3OXNTO+esV2lvQ1vua7Hu+moa2qv7ud/m7/33D1xdv4wg13jz1to56/uPAIvnnrb7OWD80nKwe7GV3UxXteUr+z2YhSyfj6206etpnSVnTOkcs5JyPj4YxNw3z75w+4A+itKCco/q6zNtLb0e4uH59M4e1snnPkcvo6y66lUpE3q24m5dxrTly/hB1/dIarbDqY9mRIpLOR3kHOCw5Zyn2PPuUeWPyXC4/gw+dvOegBxVQwM/7ylUdy7Y57OW6tL+NhqK+Te3c95R50bR7t53Ov928ADPkp8tMZpIDKAP/6K3zZbzHY6HlaHeRn1nQtaKOrvY2LT/D18RsJOPzk/S927wvUiM72Nv74ZZtcZdNxkmciNd1bajgjmxD8df60w4azgvrvPPNQzjt6dFqXJ4H/vjGZ2TtiyWRmXHLimmn9jJceMf17I0wnb/Q9uuG9p42ldk+Hno7yrB5U51pQLvEKZ8o7VGZ9Pvoq32ZW0Xw6nzD7Awmt5ri1g+7OI1RmHl53fF6Acj7pKLfxf9996rR+Rs6MyXz03193jHvT7LlgcW8H73+5r0MOkDtPYGacunH69o+Y7Trb2xjq63Bn7/V0lNm4rI/+rnb3pM1n/+A4QvBf02bmeiz9TLlg6wou2OrvC330VUfyxRvvzUpjn09ev30d/3rPo2MbAdfTSGD7tg+e5S5bKhkfPPdw1mdMYNTbhLVZPEu103pb76k3BxqepkmGzva27AziZplfoxaZUtOdfikiIjKdym0lZnEyxbR77fGr+NFdu/h30zzRM5/8y3tOywoAff1tJzcUMJovVi/u4d1nT09W2lzQ392elUESlw+95UXTt0n1xSesmbb3nglxA1dvRvknX3s0O+56xF0vLz1xDf/zh3e5H5E8l1lO1HW22bZtW9ixY0ezD0NERERERKTl7d8fMOdjs+ej+x97isef2ufeEyJXCIEQpmbpxGxgZj8OIWwb778pVCMiIiIiIiLzZoDcqJH+LkamceVEfGywQIvtVy8iIiIiIiIi85kCFSIiIiIiIiLSMmZVoMLMzjKzX5jZL83s3c0+HhERERERERGZWrMmUGFmbcCngLOBTcBFZuZ/xpaIiIiIiIiItLxZE6gAjgN+GUL4VQhhL/Al4NwmH5OIiIiIiIiITKHZFKgYBe5Nft5Z/E5ERERERERE5ojZFKgY70Et4fcKmb3RzHaY2Y6HHnpoBg5LRERERERERKbKbApU7ARWJj+vAO47sFAI4eoQwrYQwralS5fO2MGJiIiIiIiIyMGbTYGKHwEbzGytmS0AXgNc3+RjEhEREREREZEpVG72AXiFEPaZ2RXAN4E24JoQwq1NPiwRERERERERmUIWwu9t8zBnmNkTwC+SX/UDj2W8hcqrfCuXn4nPmG/llwAPt9DxqPzUlp+Jz1B5lZ9L5WfiM9Suq/xcKj8Tn6HyKj+Xyh8aQugb97+EEObs/4AdB/x8debrVV7lW7Z8Kx7THCi/Y5rfX+WbWL4Vj0nlVb6Vy7fiMaldV/lWLt+Kx6TyKt/i5Sdso2fTHhVT4asqr/JzqPxMfMZ8K5+r1Y5f5Zv/GSqv8nOp/Ex8htp1lZ9L5WfiM1Re5edS+QnN9aUfO0II25p9HCIyO6jNEBGZW9Sui4i0rsna6LmeUXF1sw9ARGYVtRkiInOL2nURkdY1YRs9pwMVIQTdnCZgZteY2YNm9rMDfv9WM/uFmd1qZh9p1vHNNma20sy+Y2a3FefuyuL3HzSzn5rZzWb2LTNb3uxjnQ3MrNPMbjSznxTn8wPF7wfN7Ntmdmfx/wNT+blzuc0ws7OKuv1LM3t38nvV+QaM14aqvjdukjZ0Wuv8XDbJOf1ycY3ebGZ3mdnNzT7W6TSV7fp47ajqfeMmaEdV5xs0wfmcV/V9Kk3Uhib//Z1mFsxsSbOOcS6YrI2e00s/ZGJm9gLgSeCzIYTNxe9eBLwPeGkI4RkzGwohPNjM45wtzGwEGAkh3GRmfcCPgfOAnSGEx4sybwM2hRAub+KhzgpmZkBPCOFJM2sHfgBcCbwC2BVCuKroJA6EEN7VzGOdDcysDbgDOAPYCfwIuAgYRnW+IRO0oQtV3xszSRt6KarzDZnonIYQfp6U+UvgsRDCnzbrOGeLSdpR3ecbNEE7+hFU5xsy3vk84L+rvmeYrA01s5XA3wIbga0hhJwnC4nTnM6okImFEL4P7Drg128GrgohPFOU0YDFKYRwfwjhpuLfTwC3AaOx81LoARQZdAgVTxY/thf/C8C5wGeK33+GykBG6jsO+GUI4VchhL3Al6icS9X5Bo3Xhqq+N26iNhTV+YZNck6BsYDwq4AvNucIZ51x21HV+8ZN0BdVnW/QBOcTUH1vRJ029GPAf0L1fVopUCGpQ4CTzewGM/uemR3b7AOajcxsDXA0cEPx84fM7F7gdcD7m3dks4uZtRUpig8C3w4h3AAMhxDuh8oNBBhq5jHOIqPAvcnPO4vfqc5PMdX3g3dAG6o6PwUOvC8VTgYeCCHc2YxjmoUmakdV76eW6vz0UH0/CGkbambnAL8JIfykqQc1DyhQIakyMAA8H/iPwLVFBFaczKwXuA54e5xlCSG8L4SwEvg8cEUzj282CSE8F0I4ClgBHGdmv5fGKG7j1eOA6vyUU30/OOO1oXJwJjmnF6HZ1RwTtaOq9zIbqL43KG1DgX1UlswqIDkDFKiQ1E7gK0Xa/Y3AfkAbxDgVeylcB3w+hPCVcYp8AbhgZo9q9gshPAp8FzgLeKBYMxjXDmqpgs9OYGXy8wrgPlTnp5Pqe6YJ2lDV+YMw0X3JzMpU9vz5crOObRaaqB1Nqd4fPNX5Kab63rhx2tD1wFrgJ2Z2F5V24CYzW9a8o5y7FKiQ1D8ApwKY2SHAAkCbwzgUs9CfBm4LIXw0+f2GpNg5wO0zfWyzkZktNbNFxb+7gNOpnLvrgUuKYpcA/9icI5x1fgRsMLO1ZrYAeA2Vc6k6P4VU3xs3URuK6nzDJjmnULSpIYSdM39ks9a47ajq/ZRTnZ96qu8NGK8NDSHcEkIYCiGsCSGsoRLAPCaE8NsmHuqcVW72AUhzmNkXgRcCS8xsJ/CfgWuAa4rHGu0FLgl6LIzXScDFwC3Jo5/eC1xmZodSmam+G9BO4D4jwGeKXdZLwLUhhK+Z2f+jsjzhMuAe4JXNPMjZIoSwz8yuAL4JtAHXhBBuNbM7UZ1vyARt6EtU3xs2URt6FarzjRr3nIYQvk5lkK008AyTtKPXqd43ZoJ2VHW+QeOdzxDCp1F9b9RkbajMAD2eVERERERERERahpZ+iIiIiIiIiEjLUKBCRERERERERFqGAhUiIiIiIiIi0jIUqBARERERERGRlqFAhYiIiIiIiIi0DAUqRERERERERKRlKFAhIiIiIiIiIi1DgQoRERERERERaRkKVIiIiIiIiIhIy1CgQkRERERERERahgIVIiIiIiIiItIyFKgQERERERERkZahQIWIiIiIiIiItAwFKkRERERERESkZShQISIiIiIiIiItQ4EKEREREREREWkZClSIyLxhZuebWTCzjc0+FhEROXhm9j4zu9XMfmpmN5vZ8c0+JhEROXgKVIjIfHIR8APgNc0+EBEROThmdgLwMuCYEMIRwOnAvc09KhERmQoKVIjIvGBmvcBJwGUUgQoze6GZfS0p80kzu7T490vM7HYz+4GZfSItJyIiLWEEeDiE8AxACOHhEMJ9ZrbVzL5nZj82s2+a2QiAmX3XzD5uZj80s5+Z2XFNPXoREZmQAhUiMl+cB3wjhHAHsMvMjpmooJl1An8DnB1C2A4snaFjFBERv28BK83sDjP7b2Z2ipm1A38NXBhC2ApcA3woeU1PCOFE4A+L/yYiIi1IgQoRmS8uAr5U/PtLxc8T2Qj8KoTw6+LnL07ngYmISL4QwpPAVuCNwEPAl4E3AZuBb5vZzcAfASuSl32xeO33gYVmtmhGD1pERFzKzT4AEZHpZmaLgVOBzWYWgDYgANdTG7DtjC+Z2SMUEZFGhBCeA74LfNfMbgHeAtwaQjhhopfU+VlERFqAMipEZD64EPhsCGF1CGFNCGElELMlNplZh5n1A6cVv7sdWGdma4qfXz2jRysiInWZ2aFmtiH51VHAbcDSYqNNzKzdzA5Pyry6+P124LEQwmMzdsAiIuKmjAoRmQ8uAq464HfXAa8FrgV+CtwJ/CtACOEpM/tD4Btm9jBw4wweq4iI+PQCf10s39gH/JLKMpCrgU8UAegy8HHg1uI1j5jZD4GFwB/M/CGLiIiHhaCMNxGRA5lZbwjhSTMz4FPAnSGEjzX7uEREpDFm9l3gnSGEHc0+FhERmZyWfoiIjO8NxUZstwL9VJ4CIiIiIiIi00wZFSIiIiIiIiLSMpRRISIiIiIiIiItQ4EKEZmzzGylmX3HzG4zs1vN7Mri94Nm9m0zu7P4/4Hi94uL8k+a2ScPeK+LzOwWM/upmX3DzJY0428SEREREZnrtPRDROYsMxsBRkIIN5lZH/Bj4DzgUmBXCOEqM3s3MBBCeJeZ9QBHA5uBzSGEK4r3KQP3AZtCCA+b2UeAPSGEP5n5v0pEREREZG5TRoWIzFkhhPtDCDcV/34CuA0YBc4FPlMU+wyV4AUhhN0hhB8ATx/wVlb8r6d4CshCKoELERERERGZYuVmH4CIyEwwszVUsiVuAIZDCPdDJZhhZkOTvTaE8KyZvRm4BdgN3Am8ZVoPWERERERknlJGhYjMeWbWC1wHvD2E8HgDr28H3kwl0LEc+Cnwnik9SBERERERARSoEJE5rggyXAd8PoTwleLXDxT7V8R9LB6s8zZHAYQQ/i1UNva5Fjhxmg5ZRERERGReU6BCROasYj+JTwO3hRA+mvyn64FLin9fAvxjnbf6DbDJzJYWP59BZb8LERERERGZYnrqh4jMWWa2HfhnKntL7C9+/V4q+1RcC6wC7gFeGULYVbzmLiqbZS4AHgVeHEL4uZldDlwJPAvcDVwaQvjdzP01IiIiIiLzgwIVIiIiIiIiItIytPRDRERERERERFqGAhUiIiIiIiIi0jIUqBARERERERGRlqFAhYiIiIiIiIi0DAUqRERERERERKRlKFAhIiIiIiIiIi1DgQoRERERERERaRkKVIiIiIiIiIhIy/j/PEXlK2NGbsMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAFFIC SAMPLE ###\n",
    "\n",
    "df.traffic_volume.tail(2000).plot(figsize=(18,5))\n",
    "plt.ylabel('traffic_volume')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT MISSING VALUES OVER TIME ###\n",
    "\n",
    "plt.figure(figsize=(18,5))\n",
    "sns.heatmap(df[['traffic_volume']].isna().T, cbar=False, cmap='plasma', \n",
    "            xticklabels=False, yticklabels=['traffic NaNs'])\n",
    "plt.xticks(range(0,len(df), 24*180), list(df.index.year[::24*180]))\n",
    "np.set_printoptions(False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24096, 8)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### FILL MISSING VALUES ###\n",
    "\n",
    "df = df[df.index.year.isin([2016,2017,2018])].copy()\n",
    "\n",
    "df = pd.concat([df.select_dtypes(include=['object']).fillna(method='backfill'),\n",
    "                df.select_dtypes(include=['float']).interpolate()], axis=1)\n",
    "\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'month')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAFFIC DISTRIBUTION IN EACH MONTH ###\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "sns.boxplot(x=df.index.month, y=df.traffic_volume, palette='plasma')\n",
    "\n",
    "plt.ylabel('traffic_volume'); plt.xlabel('month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'weekday')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAFFIC DISTRIBUTION IN EACH WEEKDAY ###\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "sns.boxplot(x=df.index.weekday, y=df.traffic_volume, palette='plasma')\n",
    "\n",
    "plt.ylabel('traffic_volume'); plt.xlabel('weekday')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'hour')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAFFIC DISTRIBUTION IN EACH HOUR ###\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "sns.boxplot(x=df.index.hour, y=df.traffic_volume, palette='plasma')\n",
    "\n",
    "plt.ylabel('traffic_volume'); plt.xlabel('hour')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24096, 6)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### NUMERICAL ENCODE CATEGORICAL COLUMNS ###\n",
    "\n",
    "map_col = dict()\n",
    "\n",
    "X = df.select_dtypes(include=['object']).copy()\n",
    "for i,cat in enumerate(X):\n",
    "    X[cat] = df[cat].factorize()[0]\n",
    "    map_col[cat] = i\n",
    "\n",
    "X['month'] = df.index.month;  i += 1;  map_col['month'] = i\n",
    "X['weekday'] = df.index.weekday;  i += 1;  map_col['weekday'] = i\n",
    "X['hour'] = df.index.hour;  i += 1;  map_col['hour'] = i\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION FOR 3D SEQUENCE GENERATION ###\n",
    "\n",
    "def gen_seq(id_df, seq_length, seq_cols):\n",
    "\n",
    "    data_matrix =  id_df[seq_cols]\n",
    "    num_elements = data_matrix.shape[0]\n",
    "\n",
    "    for start, stop in zip(range(0, num_elements-seq_length, 1), range(seq_length, num_elements, 1)):\n",
    "        \n",
    "        yield data_matrix[stop-sequence_length:stop].values.reshape((-1,len(seq_cols)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((23928, 168, 6), (23928, 168, 1))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GENERATE 3D SEQUENCES ###\n",
    "\n",
    "sequence_length = 24*7\n",
    "\n",
    "sequence_input = []\n",
    "sequence_target = []\n",
    "\n",
    "for seq in gen_seq(X, sequence_length, X.columns):\n",
    "    sequence_input.append(seq)\n",
    "    \n",
    "for seq in gen_seq(df, sequence_length, ['traffic_volume']):\n",
    "    sequence_target.append(seq)\n",
    "    \n",
    "sequence_input = np.asarray(sequence_input)\n",
    "sequence_target = np.asarray(sequence_target)\n",
    "\n",
    "sequence_input.shape, sequence_target.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTION TO INSERT RANDOM MISSING INTERVALS ###\n",
    "\n",
    "def drop_fill_pieces(sequence_input, sequence_target, missing_len, missing_val=np.nan, size=0.2):\n",
    "    \n",
    "    sequence_input = np.copy(sequence_input)\n",
    "    sequence_target = np.copy(sequence_target)\n",
    "    \n",
    "    _id_seq = np.random.choice(range(len(sequence_target)), int(len(sequence_target)*size), replace=False)\n",
    "    _id_time = np.random.randint(0,sequence_length-missing_len, int(len(sequence_target)*size))\n",
    "    \n",
    "    for i,t in zip(_id_seq, _id_time):\n",
    "        sequence_input[i, t:t+missing_len, \n",
    "                       [map_col['holiday'], \n",
    "                        map_col['weather_main'],\n",
    "                        map_col['weather_description']]] = -1\n",
    "        sequence_target[i, t:t+missing_len, :] = missing_val\n",
    "        \n",
    "    sequence_input[:,:, \n",
    "                   [map_col['holiday'], \n",
    "                    map_col['weather_main'],\n",
    "                    map_col['weather_description']]] += 1\n",
    "    \n",
    "    return sequence_input, sequence_target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((23928, 168, 6), (23928, 168, 1))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### INSERT MISSING INTERVALS AT RANDOM ###\n",
    "\n",
    "np.random.seed(33)\n",
    "\n",
    "missing_len = 24\n",
    "sequence_input, sequence_target_drop = drop_fill_pieces(sequence_input, sequence_target,\n",
    "                                                        missing_len=missing_len, size=0.6)\n",
    "\n",
    "sequence_input.shape, sequence_target_drop.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19142, 168, 6) (4786, 168, 6)\n",
      "(19142, 168, 1) (4786, 168, 1)\n",
      "(19142, 168, 1) (4786, 168, 1)\n"
     ]
    }
   ],
   "source": [
    "### TRAIN TEST SPLIT ###\n",
    "\n",
    "train_size = 0.8\n",
    "\n",
    "sequence_input_train = sequence_input[:int(len(sequence_input)*train_size)]\n",
    "sequence_input_test = sequence_input[int(len(sequence_input)*train_size):]\n",
    "print(sequence_input_train.shape, sequence_input_test.shape)\n",
    "\n",
    "sequence_target_train = sequence_target[:int(len(sequence_target)*train_size)]\n",
    "sequence_target_test = sequence_target[int(len(sequence_target)*train_size):]\n",
    "print(sequence_target_train.shape, sequence_target_test.shape)\n",
    "\n",
    "sequence_target_drop_train = sequence_target_drop[:int(len(sequence_target_drop)*train_size)]\n",
    "sequence_target_drop_test = sequence_target_drop[int(len(sequence_target_drop)*train_size):]\n",
    "print(sequence_target_drop_train.shape, sequence_target_drop_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY CLASS FOR SEQUENCES SCALING ###\n",
    "\n",
    "class Scaler1D:\n",
    "    \n",
    "    def fit(self, X):\n",
    "        self.mean = np.nanmean(np.asarray(X).ravel())\n",
    "        self.std = np.nanstd(np.asarray(X).ravel())\n",
    "        return self\n",
    "        \n",
    "    def transform(self, X):\n",
    "        return (X - self.mean)/self.std\n",
    "    \n",
    "    def inverse_transform(self, X):\n",
    "        return (X*self.std) + self.mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### SCALE SEQUENCES AND MASK NANs ###\n",
    "\n",
    "scaler_target = Scaler1D().fit(sequence_target_train)\n",
    "\n",
    "sequence_target_train = scaler_target.transform(sequence_target_train)\n",
    "sequence_target_test = scaler_target.transform(sequence_target_test)\n",
    "\n",
    "sequence_target_drop_train = scaler_target.transform(sequence_target_drop_train)\n",
    "sequence_target_drop_test = scaler_target.transform(sequence_target_drop_test)\n",
    "\n",
    "mask_value = -999.\n",
    "sequence_target_drop_train[np.isnan(sequence_target_drop_train)] = mask_value\n",
    "sequence_target_drop_test[np.isnan(sequence_target_drop_test)] = mask_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "### UTILITY FUNCTIONS FOR VAE CREATION ###\n",
    "\n",
    "latent_dim = 2\n",
    "\n",
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)\n",
    "\n",
    "def sampling(args):\n",
    "    \n",
    "    z_mean, z_log_sigma = args\n",
    "    batch_size = tf.shape(z_mean)[0]\n",
    "    epsilon = K.random_normal(shape=(batch_size, latent_dim), mean=0., stddev=1.)\n",
    "    \n",
    "    return z_mean + K.exp(0.5 * z_log_sigma) * epsilon\n",
    "\n",
    "def vae_loss(inp, original, out, z_log_sigma, z_mean):\n",
    "    \n",
    "    reconstruction = K.mean(K.square(original - out)) * sequence_length\n",
    "    kl = -0.5 * K.mean(1 + z_log_sigma - K.square(z_mean) - K.exp(z_log_sigma))\n",
    "\n",
    "    return reconstruction + kl\n",
    "\n",
    "def get_model():\n",
    "    \n",
    "    set_seed(33)\n",
    "    \n",
    "    ### encoder ###\n",
    "    \n",
    "    inp = Input(shape=(sequence_length, 1))\n",
    "    inp_original = Input(shape=(sequence_length, 1))\n",
    "    \n",
    "    cat_inp = []\n",
    "    cat_emb = []\n",
    "    for cat,i in map_col.items():\n",
    "        inp_c = Input(shape=(sequence_length,))\n",
    "        if cat in ['holiday', 'weather_main', 'weather_description']:\n",
    "            emb = Embedding(X[cat].max()+2, 6)(inp_c)\n",
    "        else:\n",
    "            emb = Embedding(X[cat].max()+1, 6)(inp_c)\n",
    "        cat_inp.append(inp_c)\n",
    "        cat_emb.append(emb)\n",
    "    \n",
    "    concat = Concatenate()(cat_emb + [inp])\n",
    "    enc = LSTM(64)(concat)\n",
    "    \n",
    "    z = Dense(32, activation=\"relu\")(enc)\n",
    "        \n",
    "    z_mean = Dense(latent_dim)(z)\n",
    "    z_log_sigma = Dense(latent_dim)(z)\n",
    "            \n",
    "    encoder = Model(cat_inp + [inp], [z_mean, z_log_sigma])\n",
    "    \n",
    "    ### decoder ###\n",
    "    \n",
    "    inp_z = Input(shape=(latent_dim,))\n",
    "\n",
    "    dec = RepeatVector(sequence_length)(inp_z)\n",
    "    dec = Concatenate()([dec] + cat_emb)\n",
    "    dec = LSTM(64, return_sequences=True)(dec)\n",
    "    \n",
    "    out = TimeDistributed(Dense(1))(dec)\n",
    "    \n",
    "    decoder = Model([inp_z] + cat_inp, out)   \n",
    "    \n",
    "    ### encoder + decoder ###\n",
    "    \n",
    "    z_mean, z_log_sigma = encoder(cat_inp + [inp])\n",
    "    z = Lambda(sampling)([z_mean, z_log_sigma])\n",
    "    pred = decoder([z] + cat_inp)\n",
    "    \n",
    "    vae = Model(cat_inp + [inp, inp_original], pred)\n",
    "    vae.add_loss(vae_loss(inp, inp_original, pred, z_log_sigma, z_mean))\n",
    "    vae.compile(loss=None, optimizer=Adam(lr=1e-3))\n",
    "    \n",
    "    return vae, encoder, decoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "120/120 [==============================] - 36s 302ms/step - loss: 80.3598 - val_loss: 37.5229\n",
      "Epoch 2/100\n",
      "120/120 [==============================] - 36s 300ms/step - loss: 22.6669 - val_loss: 23.1471\n",
      "Epoch 3/100\n",
      "120/120 [==============================] - 40s 332ms/step - loss: 15.4416 - val_loss: 23.8763\n",
      "Epoch 4/100\n",
      "120/120 [==============================] - 32s 269ms/step - loss: 13.6259 - val_loss: 24.1615\n",
      "Epoch 5/100\n",
      "120/120 [==============================] - 32s 265ms/step - loss: 13.2095 - val_loss: 23.7290\n",
      "Epoch 6/100\n",
      "120/120 [==============================] - 32s 265ms/step - loss: 12.1795 - val_loss: 27.4268\n",
      "Epoch 7/100\n",
      "120/120 [==============================] - 32s 265ms/step - loss: 11.7454 - val_loss: 19.7928\n",
      "Epoch 8/100\n",
      "120/120 [==============================] - 32s 265ms/step - loss: 10.6105 - val_loss: 19.4873\n",
      "Epoch 9/100\n",
      "120/120 [==============================] - 32s 264ms/step - loss: 10.2637 - val_loss: 18.9843\n",
      "Epoch 10/100\n",
      "120/120 [==============================] - 32s 266ms/step - loss: 10.0790 - val_loss: 18.6886\n",
      "Epoch 11/100\n",
      "120/120 [==============================] - 32s 267ms/step - loss: 9.9261 - val_loss: 18.1589\n",
      "Epoch 12/100\n",
      "120/120 [==============================] - 37s 312ms/step - loss: 9.7807 - val_loss: 17.6899\n",
      "Epoch 13/100\n",
      "120/120 [==============================] - 37s 308ms/step - loss: 9.6459 - val_loss: 16.9676\n",
      "Epoch 14/100\n",
      "120/120 [==============================] - 33s 277ms/step - loss: 9.4534 - val_loss: 16.7162\n",
      "Epoch 15/100\n",
      "120/120 [==============================] - 32s 269ms/step - loss: 9.3133 - val_loss: 16.0207\n",
      "Epoch 16/100\n",
      "120/120 [==============================] - 33s 276ms/step - loss: 9.1466 - val_loss: 15.0431\n",
      "Epoch 17/100\n",
      "120/120 [==============================] - 34s 285ms/step - loss: 8.9959 - val_loss: 16.3769\n",
      "Epoch 18/100\n",
      "120/120 [==============================] - 33s 279ms/step - loss: 8.8482 - val_loss: 15.2331\n",
      "Epoch 19/100\n",
      "120/120 [==============================] - 33s 274ms/step - loss: 8.1891 - val_loss: 15.0140\n",
      "Epoch 20/100\n",
      "120/120 [==============================] - 33s 275ms/step - loss: 8.0029 - val_loss: 15.2483\n",
      "Epoch 21/100\n",
      "120/120 [==============================] - 33s 274ms/step - loss: 7.7745 - val_loss: 14.3563\n",
      "Epoch 22/100\n",
      "120/120 [==============================] - 33s 279ms/step - loss: 7.4886 - val_loss: 15.4906\n",
      "Epoch 23/100\n",
      "120/120 [==============================] - 35s 289ms/step - loss: 7.4733 - val_loss: 13.3267\n",
      "Epoch 24/100\n",
      "120/120 [==============================] - 33s 274ms/step - loss: 7.1292 - val_loss: 14.3210\n",
      "Epoch 25/100\n",
      "120/120 [==============================] - 33s 275ms/step - loss: 6.9960 - val_loss: 14.0886\n",
      "Epoch 26/100\n",
      "120/120 [==============================] - 33s 276ms/step - loss: 6.9587 - val_loss: 13.9111\n",
      "Epoch 27/100\n",
      "120/120 [==============================] - 35s 289ms/step - loss: 7.0121 - val_loss: 14.6882\n",
      "Epoch 28/100\n",
      "120/120 [==============================] - 35s 294ms/step - loss: 7.0252 - val_loss: 15.6209\n",
      "Epoch 29/100\n",
      "120/120 [==============================] - 35s 290ms/step - loss: 6.9910 - val_loss: 16.4013\n",
      "Epoch 30/100\n",
      "120/120 [==============================] - 36s 297ms/step - loss: 7.1385 - val_loss: 14.3325\n",
      "Epoch 31/100\n",
      "120/120 [==============================] - 33s 275ms/step - loss: 6.7943 - val_loss: 13.5026\n",
      "Epoch 32/100\n",
      "120/120 [==============================] - 33s 275ms/step - loss: 6.6017 - val_loss: 13.2601\n",
      "Epoch 33/100\n",
      "120/120 [==============================] - 33s 278ms/step - loss: 6.4953 - val_loss: 12.9813\n",
      "Epoch 34/100\n",
      "120/120 [==============================] - 33s 277ms/step - loss: 6.5000 - val_loss: 13.9200\n",
      "Epoch 35/100\n",
      "120/120 [==============================] - 34s 282ms/step - loss: 6.5001 - val_loss: 13.6677\n",
      "Epoch 36/100\n",
      "120/120 [==============================] - 34s 280ms/step - loss: 6.4192 - val_loss: 12.8832\n",
      "Epoch 37/100\n",
      "120/120 [==============================] - 34s 286ms/step - loss: 6.3106 - val_loss: 12.5372\n",
      "Epoch 38/100\n",
      "120/120 [==============================] - 32s 268ms/step - loss: 6.1377 - val_loss: 12.9336\n",
      "Epoch 39/100\n",
      "120/120 [==============================] - 33s 272ms/step - loss: 6.1189 - val_loss: 13.6871\n",
      "Epoch 40/100\n",
      "120/120 [==============================] - 33s 278ms/step - loss: 6.1300 - val_loss: 14.3407\n",
      "Epoch 41/100\n",
      "120/120 [==============================] - 33s 273ms/step - loss: 6.0424 - val_loss: 13.8931\n",
      "Epoch 42/100\n",
      "120/120 [==============================] - 33s 275ms/step - loss: 6.1732 - val_loss: 14.3399\n",
      "Epoch 43/100\n",
      "120/120 [==============================] - 33s 274ms/step - loss: 5.9348 - val_loss: 14.6929\n",
      "Epoch 44/100\n",
      "120/120 [==============================] - 33s 277ms/step - loss: 6.0805 - val_loss: 15.0564\n",
      "Epoch 45/100\n",
      "120/120 [==============================] - 34s 280ms/step - loss: 5.9597 - val_loss: 13.1424\n",
      "Epoch 46/100\n",
      "120/120 [==============================] - 33s 278ms/step - loss: 5.9404 - val_loss: 15.0520\n",
      "Epoch 47/100\n",
      "120/120 [==============================] - ETA: 0s - loss: 5.6088Restoring model weights from the end of the best epoch.\n",
      "120/120 [==============================] - 34s 282ms/step - loss: 5.6088 - val_loss: 16.8258\n",
      "Epoch 00047: early stopping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x1f30bdac898>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "es = EarlyStopping(patience=10, verbose=1, min_delta=0.001, monitor='val_loss', mode='auto', restore_best_weights=True)\n",
    "vae, enc, dec = get_model()\n",
    "vae.fit([sequence_input_train[:,:,i] for cat,i in map_col.items()] + [sequence_target_drop_train, sequence_target_train], \n",
    "         batch_size=128, epochs=100, validation_split=0.2, shuffle=False, callbacks=[es])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((19142, 168, 1), (4786, 168, 1))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### COMPUTE RECONSTRUCTION ###\n",
    "\n",
    "vae = Model(vae.input[:-1], vae.output)\n",
    "\n",
    "reconstruc_train = scaler_target.inverse_transform(\n",
    "    vae.predict([sequence_input_train[:,:,i] for cat,i in map_col.items()] + [sequence_target_drop_train]))\n",
    "reconstruc_test = scaler_target.inverse_transform(\n",
    "    vae.predict([sequence_input_test[:,:,i] for cat,i in map_col.items()] + [sequence_target_drop_test]))\n",
    "\n",
    "reconstruc_train.shape, reconstruc_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f335fe4940>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT REAL vs RECONSTRUCTION ###\n",
    "\n",
    "id_seq = 100\n",
    "\n",
    "seq = np.copy(sequence_target_drop_test[id_seq])\n",
    "seq[seq == mask_value] = np.nan\n",
    "seq = scaler_target.inverse_transform(seq)\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "plt.plot(reconstruc_test[id_seq], label='reconstructed', c='red')\n",
    "plt.plot(seq, c='blue', label='original', alpha=0.6)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1f36d6a6a20>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KFR6a7UTsP/3TP2Xfvn3s27ePT3ziE7S2trJvhEjv6OigqakJgE9+8pO0t7fz4x//mPb2drZu3Qoo5+Qd73jHqPW3bdvGM888A8BVV13FoUOH+O1vf8tnP/tZOjo6ALjxxhv56U9/OgvvVqOpMoUCfPSj8IUvzMz2z5zhAgsp+PwcXXI9dHbC6dMTP8/haNEyExRFyw03qNv9+6u7/XPnVHioOQiAZ1EYgHR3orqvM12GOi0DA1SzHrm/H+jrJ7BYfQZs2oRBGrpjjhMtnQ/+mP+49SEKxzpmZPtF48HpBsT999/P5s2b2bJlC29/+9vZsmWL3buk0dhHT4+yR3/3u5nZ/pkzxAmBz09H/Wa17CIIEWnRMhMURcuNN6rbaoeIzp8n6Qnha1AJi0ZYJT9m+hx2th7qtEBV81pK3XCXWiGGomiJOk+0vLa/ht9wHRdeOD4j2y+GhaR0tvv73e9+l71793Lw4EEeeOABu3dHo7GX4kXcyZMz44CcOUPc2wJuNx1yhUr006JFU5aiaLnySlU5U2XRkj97gbS3Hp9KaaG2vg4XOdJxB1VU5HIQjw86LVDVvJa+ziSkU9S1NqoFy5ZhBDwQizpOtCR6VHlu7PVzM7L9oQ6L090WjUZj0dU1eH8m3JYzZ4gHlwFw6ryb3GWXa9GiGYNIhKOs5Hcdi2H9+qqLlsSZbvD6SqKFYBAPGdL91W+VP2W6u9VtOKxye4Sormg5qq5S6lY1qwVCYKxtc6TTMtCnlESsvWuCNSdHsYx4qFBxXIPBeYweraYZl6Hh8pkSLf4W3G51jDi96gZ4/fXqv84so0XLTBCN8itu5vtPhJCXbai+aDnfC74hoqWuDoM06T4HNdyKxZDAF353Lbv3mbBkSVXDQ/0nlJsVWD3YTM6zfBEkE44TLYk+pSRix6s3jds0TaLRKFLKYVVD2mlxBlJKotEopmnavSsap1J0WlavnjnRYixk/Xr1a0fNSpVHM8eZR90sZpFolLi5iFSmhsSaK/B/+1sqKTUcrsrmExf6YOUQ0eLxYNTkyAw4SLREo/QS5Fi8CeM52LZyZXWdllM9mKRwrRpsAWzWG5DJOk60DPSrK+7Y6eolSi9dupTTp0/T1dVFXx9kElkQgu5uF1ZvNo3NmKbJ0qVL7d4NjVMpipa774YvfUlVGZYO6tMknyd7LkJyQT1tbep6sePCElUQkc+rpk5zFC1aZoJolLh3LQCRJZfjB2XLXXfd9Lfd308iIYc7LYBhClIDDrrMjsXopgFMg8OHId26BuO/q1ea2nemlzr6h7WlNhr8jix5TgxYoiWSV7k+Veh853a7aWtrA+Af/gFSn/s/nPG0ce/D93DTTdPevEajmWk6O1WPqRtvhC9+EXbtGqw4nS4XLhAvBMDvJxSCtjboeG2heqy3F8bpqeR0dHhoJohEiHtUa9Jo8zq1rFohogsXSOADn3eYaPGYQl1tO4VoVIkWwyCXg/a6bWpoV6I6bkP/hQHqQjXDBICn3geFPOl+B30OwEBS/ZnFCvVg9RepJt1nkyzp3Y/ojtIfd5Bw1Wg0Y9PVBc3NUJzVVc0QUbHc2RItK1bA+XQDKQxVIDGH0aJlBkh39ZL21AHQVbMQgsHqiRarR8top6WGdMJBWZixGDHCYJjU1sI+NqjlVcpr6YukCTQOj4O4GuqoJe+4fjWJpACvl24akIcOV3XbUkLP0SiNRPHl++g/cr6q29doNDNEZ6eau9HYCGvXwm9/W71tjxAtra0gPR5Oslw5LXMYLVpmgHgkC6Y6oUaiQsnc4ojw6WLNHRpWPQQYvhrSKQeJlmiUbtGI2+/hsstgX+8yJFStH0Ffd466Zu/whcGgSkh2UOm3lDCQduFbWEeeWnr3VbdrcV8fFCJR6ukhQD/97VX6nmk0mpmlq2twWNg118Dzz1ev/K8kWnwl0YLbw3HatNOiGU08lgdDVQ1EIsCiRWqiXTWwnBZ3yIvbPbjY8NaSTjqoxDIWo9u3hIawYONGiGZDXGChChFNE5kv0N9XoK4lMPyBomjpcc6463QaCtkcS5cALnfVe7V0dwORKA3hGgI1yVIpuEajcTjF8BDA1VerYo329ups+8wZ4jUN1Pi9BAIQCEBTcw0dtGqnRTOCdJp4wgWmSUuLJVoWLoQLF6qz/fPnSYgA3obhLoMRcDkrATUaJeZdQjgMl10G+HwqRFQF0ZLsuEC+IAa74RYJhTBIO6oz8EC/hEyWZc1pCIWIHY5Wdfvd3UA0Qv3mVgItdfSf6q7q9jUazQxQKKiTQ9FpueIKdVutkS9nzxIPrSAYqkEItWhFm1DhIe20aIZhlfpimqxcqcRzYWGLclqq0Wzq/HkSwUX4A2LYYo/PTSbjMKfF00xDgwrZtixzsc+8siqipe9llRdSd2nL8AcspyXV65wme4loEpAsXZRTouVEX1W3330+DT09NGxdSV1rI/3nqrt9jUYzA3R3q9LjotNSrIKsliNvdcMdOkg9uMBUqQVatGiGEY0SJ0SN16C11epmH1oOqVR1bLlz50jULcQ7Ip3DqPOQy0jHNBcrRGL0uBaUKus2bIDD5kbSp6ffFbZ71xEAGq5cNfyBYniozzmiZeBCPwBNC2sxG33EzqUhW73qpp5XT1Irc9S9YT2B1S30D4DsrG7nXY1GU2WsHi0/6riCgweBpibVO6UKF3WAEi2+lmGixdvoI4kXGdfhIc1QLNESanSVnL+Ib7m6Uw0VffQoieCiUT2IjDoP5LKkE85QLfFIFmkYJdGydi3kvHWcrEIeauyVU+D3E141olmfJVqc1GRPOS3gazAIL/YSk9Ute+5+/Sz19CCu2Exg3TLy1JLa9VrVtq/RaGaAzk5y1PKLwyv55S9RgqW5ubqixWweJlrMoAcpasjE+qvzGjahRUu1scJDoQUeGq1ZfhG3FcaYbl5LOg1HjpBoWILfP/who84D4JgvZHdMgmGWmgA3NgI+Hz3np1/ZEzvYiWhspL5+xANWTkuqP1f2eXYwEFGixb/AR7gtpMrAD1ev7Ln7cIR6IwVtbdRtUs3m+ncfrNr2NRrNDNDVRQ/1SNPLoUNW0VBLS3VES38/+d5++tyNw50WnwCPh1TMWS0hJosWLdXGclqCC72Ew2pOYKTGiltO12k5fBgKBRLB0eEhT1BVK6VjA9N7jWqQyRBLGGAOOi2hEODzqXLw6eT2pFLETg0QWuIf3VjWMDBq82SSzhEtiW6VFOxr9BJe3ahEy5EjVdt+z8leGpbXgRAEltaDz0/f3uqNS9BoNDNAZ6c6FpgmqRScOkX1RMuRIyqvsq5uuGjxAm4PqR7ntISYChWJFiFEvRDiESHEQSHEASHEVUKIsBDiv4UQh63bhiHrPyCEOCKEaBdCvGnI8q1CiNesx74shBDlX3EOE4mo8NBiHy6X6pYcKVh2w3RFy/79SCDpaxoVHjLrLdESdYDTUmzhb5gl0eL1gitgEs+Y08vtef11YrKecNtIm0Xh8dU6qsneQCxNLXk8jXWEW4P0u8NkDlanwZ7M5em+kKZhdROgyhppDNP/+omqbF+j0cwQXV3WmBN13D50CCVaqpFC0N6uREt9/fDwkAl4PCR7nFNdORUqdVr+X+AJKeVa4HLgAPBp4JdSytXAL63fEUKsB+4FLgNuB74mhChOZ/o6cD+w2vq5vUrvwzHku2L0u+oJNalwTVMTdCX9qt38dMNDBw6QwosM1Y8KD3lCynpxRDdYS7QYAXfJERICQk1u1fBoOlcTr7xCjDANaxeWfdj01ZJyUL+aRDyLjwQiWEe4UUAoRPeB6lQIJF47SjYnqF+vKg+UaGmk/1gnZJyTjKzRaEbQ1UXMvxxqawmHrfYsLS2qS+50qyna29VxNhQsL1ric/vYMKFoEUIEgeuBfwOQUmaklD3A3cA3rdW+CbzNun838D0pZVpKeRw4AmwXQrQAQSnl81JKCXxryHMuGvouJJCGt/RlaWqCaKxGJVlVwWlJrFgHLtfo6qEGZb1k4g5orBaNEiNMeEEtQ7200EJz2qJF7tlLzLWQ8JoFZR83/C4K6Sw5h0SIBnqy+BmAYFDl9wSDxI5Xp+Sw5/kDADRsUbksJdGSN6vX70Gj0VSfzk5igeX4/aqP1eHDVmuMQkEJl+nQ3k584RpwuUeHhzweR7WEmAqVOC0rgS7gG0KIPUKIfxVC+IGFUspzANatlbjBEuDUkOeftpYtse6PXH5REb+QAtMYJlp6eiC7cOn0RcuBAyQu2QSMnmBeFC2O6AZrOS0NCz3DFocW+6ctWvpfaicbXki4qfxX1xPwQNY5k54TfXl8JKCuTokWn49YZ3UUVfeeDhA1NFzRCoBhgKs5TD8BeOWVqryGRqOZAbq66Par5ptr1qiOGKdc6uJj2nkt7e3EF69DCDX2rkjJaelzyBXdFKlEtLiALcDXpZRXAANYoaAxKJenIsdZPnoDQtwvhNgthNjd1TW3ek7EuzJgmKUvS5NKNyAaXj090ZLLQXs7idb1AKOrh8JqgSPm7lgTnhtazGGL65cHpydapCT22hloaixVJY3ErHNDJusY0TLQV8AvkuD1Ul8Pwu8lljRhYPoJ092HI1BXR32zEodCQGBxUImWKs140mg0M0BnJzFPC+EwXHqpWtSeWqHuTOc8IaUSLQsuIRBQldRFlNPiJjXgjLYYU6US0XIaOC2l/L31+yMoEXPBCvlg3XYOWX/ZkOcvBc5ay5eWWT4KKeWDUsptUsptCxaUDwM4lXh3AUxzmNMCEAmunF5Oy7FjkMmQWLYGYHR4qFHN4XGCaMl1ddNLkIalw5VVqMVHoraO7Jkp2p8dHcT63dA4tmgx6hzmtAxIfF4JQlBbC6FGl6oaqELCXc+pPsSIuHUg5KLP3Wj199doNI6kq4tuq/lmKKQmvbT3WHl603Fazp2D/n7i9SuGHRdAObF4PKolRDW6s9vEhKJFSnkeOCWEWGMtugXYDzwOvN9a9n7gMev+48C9QghDCNGGSrh90Qoh9QkhdlhVQ/cNec5FQ2+PEi0jnZaIb7kSLVOd4nlA5S8kWlQX2JHhIU/YEi0OmLsTP5dAilrCS4Yrq1C9AK+P+Mkp5nRYSbjjiRZP0ISMc0TLQAL83sH/8/AiQ72H6VrAUhI9m6Z+gXvY1VQgAP1mkxYtGo1TKRRIdfWRcIdKx7E1a+BIV5ACYnrHBmvgYjywZJRocbnAbbpIFjwqHjVHqbR66GPAd4QQrwKbgb8DPg/cKoQ4DNxq/Y6U8nXgYZSweQL4qJSy6Ed9GPhXVHLuUeC/qvQ+nEE+T7y/Fn9dTamHSDAIbjdEPItViCcWm9q2rcTKRHMrUEa01BlQU0PGAS3sY+czYBg0hIdHBEu9Ws5MsSx7715iogn3wvCo8FgRM2RAJuuI4plCAVJJ8PkHP4fwUl91nJZIhEjKT+OS4SG4ujroNxqn/j3TaDQzSyxGtwyBaQ4TLamsixOhy6sjWozmUaIFwPTXksKc0/OHRrbnKouUci+wrcxDt4yx/ueAz5VZvhvYMJkdnFP09BAnSKhhUAsKoWZhnTgwZCBW0X6ZDAcOwNKlJIQfIUrl/YOvUyMw3JJUn/0t7Ls7s2AO9mgpUhIt56eYLLx3L7Hmywk3uxmrw4+n3geFvJUh7ym/0iyRSADZDP7QENGyoo69hJFnz5VN8qqYo0eJ0silbXXDFgcC0O8Ja6dFo3EqXV3qwsXrLR0j161T+Se7AjfRdq5j6ttub0d6fcQLdWVFizdQSxKvEi2LFk39dWxEd8StJpEIvQQJhodrwbVr4Vh/MxncU89r2b8f1q0jkVAuS7mTtscQjpi7o1r4e0aFcEqipWsKNoiUsHs33QvXjBkaAjDqrX41DugMnEgAmSy+usH4TXhFHTnhof/k9JyQ/OFjdNNA46WNw5YHApBwB8nH5u6VlEZzUVNsLOcddFr8fti0CV6s3UH+3DRKntvb6b9kMwUpyjstdW7ltFRjeK9NaNFSTYrDEpuNYYvXrIGc4eMoq6YWFigU4OBBWL+eRGJ0Em4Rw8ARAxO7kwY+T14lfg0hEICagJf4QC0kJ+m27N0LZ84QW7xhXNFihq1+NT32N9kbGACyWfzBIaKlqQa8XrqfWf0AACAASURBVGInp9e5OLbvLJIamtY3D1seCACGwUDMIUk9Go1NRCIO7bFotfAXXnPY/LSrroI+TxOvn6wb+7kT0d5OdMUWgNLsu6GYQfecDw9p0VJFZMQSLYuGq4pLLoHagJeDrJ2aaDl1Sp0BLadlrHwOwxSkB+yvwY8lfdSbo0WJEBBqtLriTvZzeOwxcriIL1g9rmjxNKgPxwlDwZTTksEfGnTeSr1azkyvn070YBf4fTQtGa4MAwHAY9Dfbb/jptHYhZTwd38Hjzxi956UwXJaQs0mNUPOwJddBoF6Fy90rpxadU8qBcePE1mkMjDKiRZvyFDhIe20aACSXf3kcBFaODzhxDBg5RoPB10bpiZarMoh1q8nHrdOTGUwvDWkk/bP3UlkXQQ85U+aoWZjar1aHn+cnitvBa93/PBQk7pKcUJnYOW0ZPDVD+bWlETLhemJisixXggGRx2Yik5Lf0JAVgsXzfwklVJ/f7t24Zju2CUsp2VkdaXLBdvX9fFKbj2Jsz2T3+6RI6qqsFE1finrtIQM7bRoBol3K8EQahyd37xmreCEuZbEmSkkSL7+urpdt45oFMZqXePx1pJJ2h8eyuYEbk/5NNPQYh891E9OvJ08CXv2ELvhDwDGFS2uhjpqKDiiX02ivwDZHP7woBvi86muvbHo9MRl9FSCmlBwVLJzXR1KtBBQrZg1mnlI0UhIJOC11+zdl1F0dREzlxBeUDvqoR3bcuRwsfuXUxAVVuVQJNCK3z+6WAPAG/YOJuLOUbRoqSLF78HIRFxQybjS5+fw8YoKtobz/PPQ2krC10QiMXbxkeGrdUR/klwWXO4xRMvSKXTFffxxAGLbbgPGFy0Eg5ikSMXt/yAGoilA4mscvKISAsKNgljcNfXBaH19ROIuGhZ6htnLMOi09FGny54185ah5+Tf/37s9exAdnbRbSwadcEBsHxjiMWc5fnfTMEeskRL1NMy5jnCbPCSwkTGdXhIA/T1qdtgo3vUY21t4Pa7OXhmkklWUsKzz8L111OcaDCmaPG7nCFacuAay2lZEqCfOnJnJlFF9fjjcOmlxOpUm+tyf+wlgkEM0mQc0GQvEUthkKY2NDyeF17oJibrYaojKo4dI0ITTct9ox7y+QDDIIFPlz1r5i1Fp2XdOuW0JOxPcSsxEM+RdZcPc4vFLWzhZY4dlZOP7ra3w+LFRPrNsqEhUH1a8i6DXHffpPfbKWjRUkUyKXXl7AmM7g/icsHqlgEORic5luDgQXVyu/56IhG1aKzwkOF3kc4w9a67VSKXF7jc5b9aoXAt+Lz0nazwhBqPwzPPwN13E4sNNusbk2AQDxnS/faXDQzE0mpY4tCpZUB4sTm9rrhWj5amS+pHPeRyQY3XQxpDixbNvKXotNx2m7qIevlle/dnKLEBA2pqy198tbQQIg6JxOSF1sGDyEvXEI2OfWFbmvTsgEKFqaJFSxXJpZVYcAeMso+vbUtzNlFPb2wS1t+zz6rbIaJlTKelzjpZVWEY33TI5cFljCFair1aTo+j9KVUl0e/+x189asqodQSLeOGhgBME7M2S7rf/uy7RE8aPwNWoskg4WV+eglOzm0aQvbQceKEaFw7Wr0KAWadR8WttWjRzFN6e1WztnXr1FwfJ4WIugc8UFtb/lhWV4fXkJMXLQMD8PLL9G6+jlyufBIuWHkubg/JHvud6KmiRUsVyabyIGpwecp/rGvW1QCSI7smcTJ59lnVufCSS+jqUjkL5RKsQDk8GTy2xytzOYF7jM+goq64jzyiOi1dcw38xV9ASwvs2EEkMkFoyMIwnFH6PdCdLe+0rFQOSffRCXJOTpxQgzJHEHv9HBgmTSvK1757660KAS1aNPOUXlVchxCwYwccOuScFK9Y0ju2aBEC3wI/JCcpWp57DnI5IptUk/oJnZYe+wsVpooWLVUkl85DbW1p7tBImlepK+7Y8Qozt6WEX/8arr8ehCASGX8CgBE0kAh745WFAjk5tnAripaeznHCN488oi6PnngCnn4aXnyRWLyWCxdUbtBEeLy1jhAtid5ceaflEnW0inWMIy7zeeVtv/e9ox6KHO4uW+5cxAgZOjykmdfE45Q6wq5bp25Pn7Zvf4YSS3lxucZuXeFbWDd5p+Xpp8HlItJ2JTCB0+LxWGNO5iZTKGXRjEUuU4DamjFFi3f5AtycJH6qQiekowPOnIEbbgBUh8fW1rFXN0LKgklFBxgv7WNGyWTI4cJljC7nA+vqJxAgfjCvLM2RnfIyGSVW3vlOeNObSov3/krdXnHFxLtg+gQRB5R+D/TlyzstLQZ4DGKnomM/+Qc/UJeHfr/KURpSJhQ5MQCh4NhXUwEXSU/IOZeWGs0s09s76MoWO4g7oUgBoDvloyGcHHN+mq8lBEcnKVp+9SvYsYNoQr3ZMauHTMDjJtk7d3s4aaeliuTSeWpqxagy1CJi6RJCxMfP5xjKkHyWQoFxE6xgULRkYtNrET8dZCo9rmipqYG6loAqe7ZK9Ibxm9+oI85ddw1bvHevGjzZ3Dz6KSPx+Nykk1PoKFllEn2Fsk5LQwPg86pp2OUoFOBv/1bdHxgYfomYyRC9kMNVHyg7WwTUgSllNminRTNvGeq0FMPpk50cMlMksy58xtgXVb4lDZNzWuJxeOkluOkmIpHxixVK4SEHDNadKlq0VJFspoC7dpyT5ZIlhGr66Tk1CdESDsP69XR3q3PZWJVDAJ7isMAe+/4680l1Ih4rPAQQaq1XoqXY6XcoP/mJOsq88Y2lRQMDcPgwbN5c2T4YfhfplL2iJZtVOU7lnBaXC4J1EOscI4T12GOqoeCf/In6ff/+wcc6OojIMOEWc8wrNcOAtBnSokUzLykUVPuJ4p9dUbSkHJLGkcvKMasrAXzLmyCTIdld4Q4/+6x60zffPOGFbSkRt99+J3qqaNFSRXKZAq7xREttLfVNrvGTUIfy7LNw3XVQU1Nq6TFWrBLAbFB9O9Ld9pWz5QaUB+s2yzstAKG2RuKiYbRokVL1ZLnllmFho1dfVX+TlYoWM2B/v5piC39/bYpRkyOBcIMsH72RUrksl1wCf/M3atnQz+ngQdWjZWWwzJMVXi8qPKRFi2Ye0t+v/oyKosUwVEKuU0SL6hg+9uO1K1dgkGago8I+Tr/6lXqTVrHCeOeIktOSklNvbmkzWrRUkWxajpnPUiS02E9P1xjWXD4P27apaqErr1SzJK6/HmDCHi0AnnpLtNjotGQHLKfFHPuDCDW6iNevGC1a9u+H48dHhYb27FEhleXLK9sHT8BDPpOzdeZIOg1kshh+N+UskXBzLd3xmtGD0Z58UjWVeOAB9T1obBz+Oe3aRVQsoHFjy5ivbZqQ8tRp0aKZlxQbyxXDQ0Koc7pTREsux5jVlQC0teEjQWK8nLehPP00XHMNBY9JLDa+0+JyQY1pTXrum5sN5rRoqSK57MSipX55kFQ8VT588etfq9jkli0qLLR9O/yBmrcTiah8kPFKfo1GlY6e7rXPZsgllSAbK6cF1HvoDS0lt//Q8Ad+8hN1e+edpUXptNIymzeXPfeXxajzQCZr61j6bBbIZnD7y19ShRd5iOXqkH0j8o9+8hNVVvC+96nf168fJlrSL+yhv2EZTUvGqHvHCg+5AsiYFi2a+UdpnMoQM9I0nSNasnkxZsdwAFpb8ZIkea6Cv99IBF55BW6+mZ4e5UiP57QIAV5/7ZyeP6RFSxXJZQu43ePnUoRWNkI2S/xYGRX9ne+oE9Yjj8AvfqE6Ilk1vl1d6ss4VpIvqJJnhLB1wnEuMbHTEg6DrG+g53DX8EnEjz+uBNuSJaTTqvjlhRfUKpVUDRUx6w0o5O0Vbzkgm8XlL99oMLzUTxqDxLERgyN//3vltnkssbNunVJtUqoJrruOQXPzhBawNExbE7I1GrsY6bSAg0RLoUCuUDO+09LcjN+VYeBcBU7IM8+o25tuImqdUsZzWkCFz+fypGctWqpILiNxuca3A0KXLgQg/vqIpgGpFPzwh3DPPdYAmeFM1KMFwDAFuD2k++yzGEpOi3fsouvGRqChgWg+pEJgoFTZCy/AXXfR3g4f/7iKkHz3u6r4ZvXqyvfBE1QJyamIfSftbBbIZHHXlXdEwiusnj1HhiS2pFLqqukNbwDUBIeD4auVeuvqgqNHeSW+AhYsYOnSsV/bNAHDIJUsYKvdpNHYQFG01J3YVzoxO0a0pNNkcY/rRCME3kYfia5xOpufOwef/CTs3KlODFdeWUohGO+CBsBb51JOS+/cHJqoRUsVyeXGnm5cpP6yJQD0HBgxd+bnP1d/YGWaiYESLePls4B1ce5xO0O0jPNHGQ4D9Q1EGZKv8YtfKDfhzjt57TXVgvt//A9VQPO//tf4DtNISqXfUftitrkckMngCowhWqyuuLFjPYMLX3kFslnkldt58kn4p3+Cr+6/kShhOHCA5HMv8SS3semaOlrGTmlReb+G7oqrmZ/E42AaBYybrlYHD5wlWnK4cI8x5qSIrzlAMjaGY/7KK7BqlTpAvO1tqk2E2000ak2Rn2DUiRn0aKdFo8hmJxjmB4Q2LAME8SMjMsO/8x3VBfbmm0c9J5VSGfETOi0G4HaT7revBj+bVNmv4zkt4TCIhvrhouXnP1dNWLZs4fBhFRW79loVLVq4cHL7YBSrqGL2zWBSOS1Z3JbrM5Lwpeo/M3ZyiBv0+99TQPC98zfywx+qSQYiHOZ73Ivcf4BfPhonURvkrg8uGve1vV7A8GjRopmX9PZCUPSpRNMf/xjyeVVR54Q+LZbTMpFo8bcEGege4+LzwQfVBd7Bg/Af/wFr1wLqwra+ngnzKs2QoUWLRlGJ0+JtMHEHPPScGPKF6emBn/4U7r237DeuksohsDLDPS4yA/aJlkrCQy4XhJrcxMKrlWjJ55XTcvvtpLM1nDypKn6niuGE0u8ckM3gqisvWgLLw7hqCkRPDdnHF1/k141v55lXw9x2G3zkI3DXewK86trK808neWpXiM2tPSxfOf5RqRQe0qJFMw+JxyGUsQ6aXV3wu9+p5HQndMStJDwEeJc0kMoICrGe4Q9ks/Dww/DWt46KmU9U7lzadr2hw0MaRTY7flM1UPZdKOwa3hX3hz9UuQd/+Idln1Ps0TKR0wJqWGBqwL76+1xKOS1u7/gn1nAYok1rlGh58UWVt/GWt3D8uMqAn0wOy0iMsOrxYqdoKeW0jOG0iBrB4qW1nHr+9GDZ8+9/z6Flt9DYCG9/u/qu3HyLYGlzhm8+t4pkVx933Tyxe2QYgEeLFs38pLcX6gaGhN9/9CPHOC0ylSZP7bh9rAB8y9TBPtl+cvgDTz2l1MmINIJCAU6dUl3DJ8JsMLXTolGo+vuJ63LrFxr0dA6R/d//vrIWrryy7PrnrQKTikSLKcgk7GtQUonTAuqKIBpqUxbnz36mklZuvZUjR9TJeuXKqe9DqfQ7bl8QO5cpQC6LKzg6qbpI2+1r6OjyIZ/7rRJtR45won7TsKGQtbXw3u2HEefOsSW/i6W3rJnwtb1ewNSiRTM/6e2FUO9pZenedhv86EeYhiSVGt0WabYpNt8cr7oSwN+m5pUkDo0o2PjOd1TPiNtvH7b4xAmVRrBm4sMD3pBBUvi006KBXJ7x6+8t6pcGiPfXqphrLEb3r/Zw4c07yzYikVIV1bS2li0qGoXhrSGdLEx+56tE0Wlx+cZp+YgSLTHvEgqJJHzjG3DVVRAOc+QILF06OORsKpREi51N9nrVa7vr/WOu0/qu7aTcQS585WHYtYs+AkQDK0YNxVy5vYlP8/e8n2+OKWyHooaiWaJFD03UzCOyWUgkIBjrgBUr1ODVjg7Ms8coFLC14SRA1moJMZHT4l2pMu0TR84OLhwYUDk673jHYEsEi4MH1W0losX0CrJuP/luLVrmPbmcGHemRJHQinp6qIdjx+CnP+Vb+T/kH6L/s2zM9eBB5bTcdFNl++Dx1pJO2SdasikVmqrEaSmEwmoG0dmz8Ja3UCioj2Q6+SwAxgLVVcrWPi29KjTlCo3jtKz3wiWXcPyxV+EXv6CDNmhaMHqS97p1tHICszHAMBtmDFT1kE7E1cw/Sj1aOg+rCpu3vhVqajB3/Qawv4Iol1BO9EThc98iNfUwcfzC4MKf/EQJlzIVpu3tsGTJqNmsZVEXNR5SMfvC59OhItEihOgQQrwmhNgrhNhtLQsLIf5bCHHYum0Ysv4DQogjQoh2IcSbhizfam3niBDiy0JU2uN0bpDN10yY0wIQWtVEGoPU/mPkH32MI/7N9PsX8etfj1736afVF3Hbtsr2wQy4SKdQQU4byKUrd1qotyqIAN78Zk6eVMly0xUttX6Tmhpha+l3tt+awTRGIi6oqijz8jV0ZFrgq1+lY9l1CMMzelzBunXqdvv2itoCezwgamv1pGfNvKMoWoLn2lWMubkZrrkG87mnAPvzWrKWaJkoPOTzC6gLkjgZGVz4ne8oG/q664atm8updldWEdGEqOpC4+IWLRY3SSk3SymLp89PA7+UUq4Gfmn9jhBiPXAvcBlwO/A1IUTRC/s6cD+w2voZHpiby+Tz5GTNhKVsAPXrlPUXf+kIp554nUzranx+wZNPDs9wj0TUsMDrrpu4jK2IJ+Ahg9u2eGXOclrGal9fJBwGvF6iwZXQ0gKbN5f6zE0nCRfUed00CqTiNjotFYTJamqgdXszxxdfA5kMHYuvpqWlzHzFVavUwffWWyt6bSGsvhT+Ri1aNPOK3l4gnSbYe0r93QC87W2YR/dBb6/tFUTFnD+3b3wn2ucD6gIkTlvh3UgEnnhCVZiOaFp17JgKi1USGoJidaGn8inSDmM64aG7gW9a978JvG3I8u9JKdNSyuPAEWC7EKIFCEopn5dSSuBbQ54z97GaBk1UygYQWhIA0yT+7cc5nF4GbW3cd59KcRnqtvz61+oEZM1MrAijzkMaQ5VR20AubYWHJnBaig2QYrfdC3/6pyAER46osu6h7beniumrtVW0ZJM5XOQQZvk2/kVaW+H0qhvJ4qIjsKF89MflUoMkP/7xil/fNCHl1U6LZn4RjwO9vYSID2bzX389JimIReeO0+JDOS1ne1Ri43e/qyyV++4bte7Bg+o8cemlle2DmvRskOqZm6Klwut3JPCkEEIC/5+U8kFgoZTyHICU8pwQotladwnwwpDnnraWZa37I5dfFMh0RnU6nCDBCqyTcjBIvDPFYf8Omje1cMUVKgrw5JMqCnD6NDz3nBoUON6QxJEYQWNOiBbDUGGv6HX/E96n/i6PHIENG6qzH15/Dcm4jZ2BU0q0jLZNhtPaCvlL1rC39R/pF2tG57MUqSQLewimCSlfWIsWzbyitxfo66WOvkGnpblZiZZU2v6clgqdFo8HaoIBEukaiEbhoYdg61bYuHHUugcPqpzjSosXSn2conNTtFTqtFwjpdwCvBn4qBBivGv/ckF3Oc7y0RsQ4n4hxG4hxO6urq5yqziOfMIqZavAaamvB4JBumngSOsbueRS9d9w113KbfmzP4OvfEVZfm960/jbGolR77VVtGTTBaipLLcnHKY05OvUKfXeK71amAhvnYtkn32lAtlUHjfZCUVLWxvgdvP0ho+BaY4tWiaJaULKCOnqIY0j2btXNXOtNvE4BFJRaikMOi1NTXhJQippu2ippGM4KOfEv8BHAh889hjs2aPmDKH+pP/v/1Xd/NNpZcJWms8CQ8JDNh4fp0NFTouU8qx12ymE+BGwHbgghGixXJYWoNNa/TSwbMjTlwJnreVLyywv93oPAg8CbNu2zebK+srIDljTjSsQLaYJ7voAB1nLwNK1pRyOVatUhV4mo+63tk54zhuF3aIllylQUyMqmhXU2Ahnzqj7L72kQrWXX16d/fAG3cRP2NtkrxKnpb5e/Rw9qqJAS6rkPZZEy1nttGicx+7dsGuXOt5N9hg3HvE4BBPnVZy5WErj82GYNZBKOUa0TJTzB+BbWKdEy9/+rZoP8573APDb38Jrr6mfZctUzcVkREspPJRGqZ5q/gfMAhOeWoQQfiFEXfE+cBuwD3gceL+12vuBx6z7jwP3CiEMIUQbKuH2RSuU1CeE2GFVDd035DlznkqbBoFS0fWblnGg7Q5YumRYtcwb3whveYtKqprKd8lo8JLDZVsNfi6dx1Vbmc5sbFRXDVIq0bJ2LfjHbmsyKbwhD8mEtK2bVKVOCwxWMS9bpprJVQPThJS7ToeHNI6kOJqk2DizWnR1wYL+44OhIQvvgoAjREspQX8CpwXAuyik2u13dKjSbatH/5496u3dc4/6/NzuUW93XIrhoSRe2y5up0MlTstC4EdWdbIL+K6U8gkhxC7gYSHEHwMngXcCSClfF0I8DOwHcsBHpZTFS94PAw8BXuC/rJ+LgpzVNKgS0QJQv24xXa7FBIMTzxSaDEaD1cI+0sfksiCqQy5TqLjSqbFRhcD271cHm9urWEvmDZskCx41abKS5gVVJpfOV+S0gHLU9uyhaqEhUAempKtO1XjOwaspzcXNUNGyYkV1timlOo6sj7XDtuEttT1NQUTUftEyGafF32gy4F0ASUqhoc5O5U6/611wyy0q/7Gvb1SvuXExDBBD+zhNdiKtzUx4epFSHgNGmfZSyihwyxjP+RzwuTLLdwNVSrV0FtkKmwYVKVbIXHppRa03KsYMW8MCo/32iJasxFWhW1CsIHrySRUa2ry5evvhbfCSxIvsiiBsEC3ZdEE5LaY54bpFp6WCvnEVY5qQdlm2VXc3LBp/MrRGM1ukUupEC9V1Wnp6lMO5MLofVg1PuxQLmjDO9touWirtGA4qjNMVaoHgwlJy45496rErrlC3DQ2TK9QAdb4xAu4523xSd8StEpN1WoqiZbqN1EZi+F3gdtvWOCibLuB2VR4eApX9vmYNBALV2w+zKUCeWnKd9iSi5jKFip2WSy+FD36w8gaClWCakKr1qUx3nYyrcRCRIf3Szp0be73J0tkJ9PfTLM+Pjpc0NWGme2wXLcWO4e7AxMcFnw+S194K3/qWigEBL7+snKniBd9U8QbdczY8pEVLlSiVsnkrsxnq69XtdBupjaQ44Tcdm3ga8EyQy8pJhYeKbN1a3f3wLlAKKHnGnhN2yWmpQLQIoQRLtfJZQImWgsdLFrcWLRpHUawYrK+vrtPS2Qn09rKArtETV5ua8Ca77Rct6QKIyqor/X4YaFqBvPU2QJkiHR2wZcv098MMWTktc9BpqbRPi2YCBpsGTZxgBSoWWc1qkSLFcja7GgflswVctZVpYa9X/aTTg3ZntfA2q5BQ8nycYHU3XRG5TAFvhU7LTGCalCY9e4Ze2mo0NlPsYrFxI/zud5DPV0ewd3aCq7+HMLGyTouRjpMayANVvDqYJLl0HmrdReNkXLxeVRmUyajDyN69ank1jpXe+rkrWrTTUiUmkxUO6irj5purm88CQ5yWuD2iJZsFl7vyN7V4MaxfX93QEKjMe4DkBXuqqLIZWbHTMhMo0WKquLUWLRoHEYmoE/KqVUqwVOvr2dkJC7JnEaY5OofL6tVi97ydbCoPtTUViZZiP8mEtcsvv6yOl9XIm/WGvXM2PKSdlipRaafDmaY0wdOmFva5XOXhIYCPfnTUKI2qoJwWQbKrv/obr4BSTkslR6cZYJhoKfrxGo0D6OqCpiY1cgxUiKgaJ+LOTmgeOKZCQyMPKk1NmLxCPJYAZj8xv0g2U0DU1lR0zCu2f0gk1GHk8GHVDqMaeOtcdLmC0D33Lmi001IlJpMVPpMYBmB4bJtwnMtO7jzt91fefnoyeP01YBokI/bk9mSzEreL6ltpFWKagMtNyhPSTovGUUQiqs1DUahUIxm3WO7cfPYV2LRp9ApNTZikSNs8byeXLuCqreywUDwuJhKqkZyU1auw9HohadTPSadFi5YqUcwKt1u0FJ0W+0SLnFR4aKbwegHTJBm1xw7OZSQuG023YqV1qn6RFi0axyCl+jo2Nam/0Wol4/b0QLYvRXN0f/lMVUu0JHvsHfOczUjcrkJF6w4ND73yivqsli0b/zmV4vNB0hPSOS3zmcnmtMwUHg+qRfNAXmVxzTK5HLg8DhEthmnb+PVsFuW02ERJtIQW6vCQxjHE4+oYUWyouWhRdZyWzk4gGqGZzvKZqpZoSfVl7WqSDVhh4wrzgIvhoXgcXn9djTiplnHr9ULO4yMbtSfnbzpo0VIlJlN/P5PU1IDH5yKN1Q12lsnmhCOcllJOh012cC4nbRVvJdESbNZOi8YxFCuHiu0OFi1STst0hURnJ9AVUeXO44iWQjJFzsY5gdmMxO2u7M0Ww0N79qgKomrNZStt2/DYdlE3HbRoqRJOyWkB1WDOrqGJuRy43PZ/rWpqwPDXkozPfphMSiu3p4JeDDNFSbQEmrRo0TiG4lex6LS0tKgOufH49Lbb2QmuWCfhZYHhDaCKuN2Yfpft84dUH6vKLmaKouXAAZWruGZN9fajODRRi5Z5TC5tOS0VzJSYaUotmu0QLXmB23DG18obcKnx67PsB+fz6h87HadipXXK36jDQxrHEImoEEexo2uxMnm6eS2dnbAg1o7YOnbnNbPehFSKZHJ6rzUdJuO01NSoiw8p4bLLmFRV5kQop8WwPcdnKjjj7HIRkEvnQQhchn2Ni4qYQbd9Tkt+cn1aZhJv0E0y54KB2a0gymaBQh63jeEhIaxW/r6wSraz0xPXaCy6utSsnOIJuGqi5VSa5tjBcTuvmQ1eSKVI23ieVi0hKj8uFPNaqjmXDYaEh/pytuQ+TgctWqqE6nRYW9VW7FPFqDNsFC3OEG4A3pBHNVCaZachl0M5LTaGh8ASLWa9ulSbg1UCmouPYuVQkVBIfU+nk4wrJXS1R2nmwrg97s1Gv/1OS5ZJXcz4fMpx2VDlMcOl8BDm9GNzH+HrNAAAIABJREFUs4wWLVUimy7gqpV2teUYhllv2hMekpJsvtb2k3URb4OpRMss53Rks0C+YHuYzDAgZViTOXWISOMAij1aigihuryeOTP1bfb0QPZ8bOzKIQuzKeCAnJbJ9bFauFAJlqLjUi1K4aE52BVXd8StEqqUzRkOgxEyidngtMhsjgIOclrCXiI2iBanOC1eL6Q81uQlnYyrsZlMRl3UD3VaQPUeefFF5ZhM5aKvsxOIRGgO55UCGgPvAvtFSzYnCEziuPDHfzwz0ZtSeKg4f6itrfovMkM445L4ImAyTYNmGrPBa4vTkhtQwWK7HYYi3ia/LeEh5bTkbf8cTBNSbqtluRYtGpsp/hkOdVpAiZZkcup/pufPo0TL5S3jqh6jOQS5nG1tEEBd0EwmPFRTU90E3CJqsO7cHJrojLPLRcBkmgbNNIavlrQ7MOuiJTugyotrDWcYeCXRYpfTYrPjZBiQclm+sg4PaWym+BUsVg4VKXZ5PXVqats9+FqW+u7jNLzh0nHXKw5RTXXa11AtmxO2O7BgVSYF3HMyPGT/p3eRkMsUZkQRTwXThJQnhOyeZacloUSL3SfrIt4mP1k85Ltis/q6JafFtPdz8HohVWOJFu20aGymGJYZOWtsyRJ1Ep2KaMnnYf9vY1wmX0NsGTufBcCzKIxAkurqm/wLVYlcfnJOy0zirfdop2U+k83OjI03FQwDCh6TfPfsXlEURYvdJ+si3kCtskAvzPLnkAMKeVymvV8I04RU3q3uaNGisZmM1efRM6KVldutSp+nIlqOHYPUmSgbeW3cJFwAsaAJgzSpiD2T3wGyuRrbw8ZFvPWmFi3zmVy24Jj+JKVJzz2zW9uXS2YBbD9ZF1Gt/GdftDjFaTEM6+q2qUmHhzS2k1WHh1GiBVSIaCqiZd8+qDl1gnXLBmDVqvFXXrBAzR+K2TNElVyOLC5HhIfAagkh/Do8NF/JZeWkStlmEjXp2SDVPcuipRgecohosWvSs8ppKdj+OXi9yj7PNS7UTovGdopOS7nj5LJl6oJ/suPS9u3JcsnpX2Pe/aaJS4+amvCSJBmzqVFLOk0Ol3OcFp8gaTZop2W+ksuCyyGixTAAz+w7LdmEs5yW0qTniA0dcfN53F77w0MAyfoWLVo0tjOR0wKTc1t6euD0i2fZkNsDb33rxE+or8cQGdJxe0RLIZmmQI1zcv68aNEyn8lmwe2Mc3VJtKTis9uv2mnhoZLTMstDwXKZAkj7nZbi/KF0wyIdHtLYTiajEm7LtbOaimh5/XXgRAcb/B1www0TP6G2Fq+vxpYhqgDZfqslhFNy/ryQ9ITmXHjIGWeXi4BcDsfEKos1+One9NQ7Nk2Bomhx+5xhORVFS6onNaufQ9FxsttpKVZpJIM6PKSxn0ymvMsCquNrQ8PEouXRR1WztVtvhX2vFqg/+RqL79g89oZHYAZcxHuzk9zz6lAqVPA6SLS4g3POadGipUpkc84ZFFhyWqRHBYnr6mbldXMpNZTPboehSMlpydRAIlH9XthjUMrt8dor3kqipa55cGiiU0rcNPOO8UQLwPLl44uWvj548kl1/fH008CFLq5KvIC4u4LQkIUZ9JDqt2d4aLGPlcspfay8kPP4yHb344zLzMqo2BoQQtQKIfYIIX5q/R4WQvy3EOKwddswZN0HhBBHhBDtQog3DVm+VQjxmvXYl4VwwqSe6pBzSNMgGFI9NMut/EuixeaTdRFVPWTOelfcktNis+Pk86nbZGCBHpqosZ3sBHN3li1T3W0zY0RvDh5UX+MPfADe8Abg+HG21eyBt7yl4n0wQwapgfzkdrxKDDotzhEteDz2JSZPkcmcZT8OHBjy+6eBX0opVwO/tH5HCLEeuBe4DLgd+JoQouiHfR24H1ht/dw+rb13ELk8uA1naLBS9dAst/LPJi3R4qvMqp1pXC5w+z2z3hXXKeKtKFoS3kZ1R+e1aGxkIqdl2TIlSsYanrh/v/pOb90K990HX01/gLU3LFRxpQox601SyQJSTnLnq4AzCxUMkj1WGsEcoSLRIoRYCtwB/OuQxXcD37TufxN425Dl35NSpqWUx4EjwHYhRAsQlFI+L6WUwLeGPGfOo5wWZ8QqtdMyiDc0+6Ilm8xRSx7hNWftNctRDA8lTKtvus5r0dhIJaIFyoeIpFSiZd06lczLkSMqE/euuya1D75GL4VUhkx69k/STsl1K1IamphzqeFPc4RKnZYvAZ8Chk4EXCilPAdg3TZby5cAQ792p61lS6z7I5dfFOTyzgkPeTwg7BAtaWW7uv0OEi0Lg0q0HDo0a6+ZS2Vxkx0s37GJUk6LUa/uaNGisZGJREs4rJyUcqLl3Dl1KLvsMmvBI4+o23vumdQ++Ju8UCjQf272W/k7JdetSMlpmWNdcSc8ywoh7gQ6pZQvVbjNcjESOc7ycq95vxBitxBid1dXV4UvayOFAllZ65imQUKAEfDMenio5LT47D1ZD8XbXEfS1wSvvjprr5lN5nGRs1201NSoXUh4LNGiw0MaG5kop0UIWLq0vGjZv1/drltnLXj4YZXYsmLFpPbB36yS8QdOz/5Juhg+tzvXrYjKabkIRQtwDfBWIUQH8D3gZiHEfwAXrJAP1m2ntf5pYNmQ5y8FzlrLl5ZZPgop5YNSym1Sym0LRs4xdyBOaxoEYAQtpyUen7XXdGR4yCdILmqF116btdfMpXKOcFpAXbkmXVb1mHZaNDYykdMCqoLo9GlV1jyU/fvVfKJwGBUa2rMH3vWuSe+DvyUIwMCZ2e9NUupj5ZDjYyk8NMcmPU8oWqSUD0gpl0opW1EJtr+SUr4PeBx4v7Xa+4HHrPuPA/cKIQwhRBsq4fZFK4TUJ4TYYVUN3TfkOXOa3ICzmgYBGHXG7IeHMupI4/Lbf7Iu4vVCsmm5Ei0jj4QzRDblDKcFrPef9+ihiRcjySS84x3wm9/YvScVUYloWbZMOTIXLgwuy2ZVdHf9emvBD36gbt/xjknvQ2BJCICB87MfHnKk03IxhofG4f9n773jIzvre//3M9LMqPe6krb3XXu9xW0d94rt2DQHExJ8ccChmACBcDG/QEjAQEiAwE3MBXxJTDU92IDBDu647q7t7WutvVW7qrvqmqZ5fn98zxmNtCNpypnROaPzfr20Ix3NzDmanTnP53y+7YvA1UqpduBq42e01nuAnwB7gd8BH9BamzVm70OSeQ8CrwEPZbB/22CKFjs5LUWlBQRy3O3QzGmxk2gpKoKxmhYYGYFDh3Kyz3Bg3FZOy+iYcocm5iNf/zr8/Ofy5QBmCw9B4mTcgwflsbF8lp/8BC68UGyZFCltkVDpcGfuJz3brbpyUkuIeJVoc1JKY9ZaPw48bnzfB1w5zf3uBu5OsH0bsD7Vg7Q7sQQrG4kWvx+CRZXQfzRn+4wExykgiiq0z+tQXGx0hAXJa5ltEqwFRIL2clr6+4HaWtdpySd6e+Hzn5fv9+2b+b42IRmnpalJWhUcOwbnnSfb9u6V1v8rVgDt7fDyy/DVr6Z1DCVtUv4/0pP7Sc9m+Nxbag/R4vFAUV0ZY4UVcODAXB9O0tgjc9ThxDod2qT+HuJEy6lTOdtnOBSlsMBe9f7FxRAsqyGKJ2fJuOGgvZyWsTHEaXFFS/7wuc9Jt+tzz5Wuaw4gGdFSUAAtLRNOi9awYwesWmV8nDIIDQEUVpdT5Akx0pfbeWQgDizYx2kBZBZT0xLHCF9wRYslxJwWG4mWoiIIlNfD4cM522ckGKWw0H6ihUIvgWXrciZaIsGorZyWmGhxw0P5wWuvwT33wF/9Fdx8Mxw9KgLGxkSjMkUimRFBbW3yJ2kNR46I1t6yBXmC738ftm6VMqN0UIrSYs3I6dwOkwWIBO3ltIBxfmhY5BjhC65osQS7NQ0Cw2mpbBA7NUfdDiOhKN6C3CS7JkusV8maTTl0WqLitBTNbXM5MHJaRkE3L5DL18jczF1xsZC77pLV/x//caIG2Ob2ftiYUXhGTsvYGLzjHfCZz8Q2tbVJClp/P2zfLu7Lxo3Al74kjsBHPpLRsZSVwfDp3H8OwgG7Fiq0Sb5fIPfuUzq4osUCJkp97SNaxGmpkyuwHCVZRcIaG6WzAHGiZeUGuULNwRVpJGQvp0VrCJ59riwQZsMLF2fy3HMSIvnYx6C5GVavlu02v1I25wlNclpGR6Wj7Q9/KALsXmm4bibjHj0K27ZJ1VBJ+ysibN72trRDQyYl5QWMDOZ+/pAZHrKd01K9QKyw9va5PpykcEWLBZj1916b1N+D4bSU1kj3voMHc7LPSChquyHCMdGybL2s3nv2ZH2f4ZC2TU5L7O8/y8hqfPHFuTsYl8zQWsRKU5PcAixfLlaEzXMSTKclJlpGRuDGG+HRR+E734Frr4X3vx+efprWVmk09+STkpK3ZUMYbrtNmrT8x39kfCxllQWMDOfeEY6ExvF4FJ4Ce8yoA0O0lBvN7G3+HjJxRYsF2K1pEIjToisqCePNmYIOh7TtREtsaOAiw0bPQZO5SNg+Tkts0nPzUqiqghdemNsDckmf//5v+OMfxZUoK5NtPp8IF5svOGc4LZ/7HDzxBHzve/Cud8GPfgSLF8Ob34z/5GEaGmD3bqkk2vDzT8Mrr8C3vy1VcBlSWu1jZCT3wiEctGf4fKykVlSizd06E1e0WEBseqeNRIvfD5SVEywozZloiYTtJ1rMAbB9/gVyos9BXks4hDgtszWlyAEx0TampIbUFS3OJByG//2/JYfl9tsn/271atuLljOcluefl8qnd7xDfq6uhgcekDtecQVtpVL1uK7vSYq/9kX4wAdSHo44HWW1fkYDHqLh3IaIIkF7VleORbwyDsHm7yETV7RYwMTMHfvEKouKAI+H4KKVORUtNlinJ1FeLifK3lMeOOusnIgWEW9Krl7mmNik51FEtOzaZfzg4ijuu08+x//8z5xxZbBmzUQHNptiOi1eLxLm2rkTzj578p1Wr4aHH4a+Ptr+7aOwdy9bfvJxESv/9m+WHUtJXQkaGDuR2y6w4ZDGa8PqykgEwqvWu6JlPhFrGmST9swwEZkILFo1r50WpeL6qp19tpwss1xNFbaReIuFh8aQK9vxcZnb4uIsfvMbWLJE8kCmsmaNCJbXX8/9cSXJpPDQyZNSfj9VtIC8Rx9+mC1Dj7H16X/mnM0FEjqy8MRS1ihDE4eP5Va0RMI2zvlbfpZUoOVo1EkmuKLFAuzWnhkmREtw4Qq5CstB2XMkAoXeuXcXphJrUXLxxTJj45FHsrYvrQ3xZpPXYZLTcu658oObjOsstJb5Qpdckti9M8uebXylPMlpMd3ORKIF4PzzqfvDj7ntneD7zS+htNTSYyltlHygkRO5HRJoV6cFYGzJWil5PnJkbg8oCVzRYgF2nG5stggJtC6XTP3OzqzvMxyBQp89Fut4zGaw+i1vlcqLL385a/saHwfGo7ZxWmInpTGkRLatzc1rcRr79onqvuSSxL9ftWrifjZlktNiipazzpr+AeefLyGxhgbLjyU2NPFkbocmRmxYqBA7Pyw03kMOSMZ1RYsFmIMC7VR/H3NamhfLNzkIEUXCSC6Hzairk4uI0XE/fPCDEjfPUhVRJAKMj9tmDlVhoVzdjo0ZG6Ym4+7ZY+tcCBcmpjhffHHi31dUSO97Gy84kxJxd+4U8WxmyeeYkgUyNDHXk56TGRiZa2KipWW5fGNj4WviihYLiM2UsFGnw1hOS+Mi+SYXomVc4bWh02JWSfb2Au99ryR6fOUrWdlXOAyMj9vqdTC74gIiWl57Ta7cv/IVWL9epua62JennoLGRiltno41a2y94JzhtEwXGsoBZW0iloZzPDRRwsY53eWsxHLeiqrl6s7GwtfEFS0WEAlJ8pK3zD6ixQwPBasaRd7nQrREoNBnv7dUXZ3c9vYiDapuvx1+8ANJCLSYSASIjtvqdThDtAC8733w0Y/K9w7phDlvmSmfxWT1allwcjSyI1ViOS06JOJqDkVLcW0JqrCAkd7ctq0Xp8U+FzMgJh3AwAC2F74m9jmzOphIcBylwOO1R0gA4pyWcAEsXZqTrriRcSjw2u8tNUm0AHz4w6Iu/v3fLd+XHZ2W2NBEgM2bZfH76U9l2F5j48RIXRf7ceSI9LOfLjRksmYNDA1BR0dujitFYk7L6/vlszeHokUpZGjiqdwOTYxE7FNVaFJWJmtFTw+T+v08+ST89rdze2zTYb8VxoFEguO2axpUWAgeDwSDwIoVObmaDo978Prt95YqLpYChJhoWbYMrrgCHnrI8n1JTkvUNjktMEW0lJfLAvinfwo//rE0lTp6dE6Pz2UGZstnMTFFwI4d2T2eNAmHjXPS7lkqh3JEaSmMnA7ldJ/hsLKVAwtTWkKsXSth4yNH2L49J83D08Jer6BDkfbM9hItSkmIKCZaclD2HBlXtlqs44mVPZssX54VhyHmtNhIvE0KDwE89hj86ldyibVwoeu02JmnnoLKypkrbUAcNK9X2vzbkFAortzZ54OVK+f0eErLPQzneGhiOGLPnL/6ekO03HyzbPjud+nqykrhliXY58zqYCIh+7VnBlmTAgFEtIyOwokTWdtXNAp6PGq7KwmT2NWESWurbLB4HLvdqodgitMCYsGZ+RFtbSJabJoLMe958km46CIZijgTxcUiXJ55JjfHlSLhcFwS7rp1ljaLS4eyygJGhnL7no/YvSXE4iVw5ZWE/t/3OH1K09g410eWGHuuMA7DjoMCIU60mFUHWQwRhQPjoLWtFut4TKcltja3tcnt8eOW7sfOTktCXbJwofzy1KmcH5fLLPT0SHLtbKEhk4suksaBwdzmaiTDJKdljkNDYA5NzO0+w+MKrw0v6urq5C0zPAy8+910HxmFEx2u05LPREJR23U6BBnqe/o04rSAtGnOEpFRiQ/bWbREIkaWPEyIFotDIzGnpcg+KrakRJreJWzHkqXXwcUCzH46F12U3P23bpXVx4Z5LaEQ+MIjUrFnB9FS42ckVDiRIZwDIhFlq4sZk0mFCm98I90VK2DfftdpyWfsOFMCpPlrZyfohYvknfnss1nbV2REru7s+KGEBBVEWVqsw2EgOo63yD7ibVJX3KksXCi3bjKu/TAzIZNd5E1xY8O8llAIfKeNrtyz5efkgNK6YoL4iXT1zX5nC9BaChXsGD6fdG4sKqLrsrfB4cPUe3Lz2qSK/V5BB2LH9swgomVsDIaGlfR5eOKJrO0rMiaX8XZyGOI5Q7S0tsrtPHBaJs0fmorrtNiXnTtFVFZWJnf/xkapjLOraAkYHWgXLJjbgwHKGqSr2vDR3IRFxyPadhczJlPPjd3n3kBl9BRFP/v+3B3UDLiixQLs2OkQRLSA0UPt0kvh8OGsXVHbPTxUUyO3MdFSXCzZuVnJaYniLbaPaJk06XkqDQ2SIek6LfZj167UQykXXSSixWaJ1eEweCPGG7C8fG4PhomhiaM5GppoXtTZ0Yn2+aTJXE+P/Nzla6OhrQjuvdd27yNwRYsl2LHTIUyIls5ORLRA1tyW8IghWmw0NDIer1dyfCaVPZuVMxbiOKfF4xHXyXVa7EUoJEm4qYZSLrpIVp/XXsvOcaVJKAS+iPEGtINoaZZWsMMnBnOyv/CwhM/tdF6IJ74lRHc3NL7jKvjqV+f2oKbBFS0WEIlAoQ1FS1WVVBB1diIzZqqqpIQyC8QmXdvUaYEEZc9ZEC3hYBS0g5wWkNfBdVrsxX6jc2yqomXrVrm1WYhIRItRrmMH0dJiDE3sGs7J/kwn2o7hIRDR0tNjpBMMQcNla+Gqq2YeHTFHuKLFAsIR+03vBHm/NTUZ4aGCAimdzJLTMj5mfChttFhPxexHECMbTouZ22Mjx2lW0eI2mLMfqSbhmqxdKxcndhQtoRHpeGmDBMDY0MSu3NQ9x5xoG4uWU6cmxrHZtXIIkhAtSqkipdQLSqlXlFJ7lFL/aGyvUUo9opRqN26r4x5zl1LqoFLqgFLq2rjtm5VSu4zffV0pG8q4NLDroECYqCACJETU3p6VQYHhUfst1lOpq5MS8Fjpb1ubbLCwYYMdX4cZw0Mgr0NHh9RFu9iDXbvkSijVzrEeD1x4oe1ESzgMvtCwLVwWgNIqL/h8jPROp+StxRQtXpuGh+rrJX3FHPJs1x4tkJzTEgSu0FpvAM4BrlNKXQB8AviD1noF8AfjZ5RSa4FbgXXAdcA9SilTXn4DuANYYXxdZ+HfMmfYtdMhiGg5fdroN3XJJbIxCyGiWHjIph9KkDE7Wks+MpCVBnORsTAeoniK7TPxu7BQvqYVLQsXimDJgph1SZOdO2UIYjoW7vnny+C74dyEPpIhFAJvaMQ2osXnEwExcio3k55jhQo2PT+aFUR79ohDX18/t8czE7OKFi2Y736v8aWBm4H7jO33AW80vr8ZuF9rHdRaHwIOAucppZqBCq31s1prDXw37jGOJhzxUGjD6cYwJRl340Y5aWQhRBQJ2M9hmMqKFfKBfPVVY0MWyp7DYxG8hCfGbNsApRK08o/HFG9uXot9SKdyyGTjRlHnr7xi7TGlSTQqmtgXHLSNaAFjaGJfbroHmw6st8Se50dTtLz+ulRa2jHdwSSplVYpVaCUehnoBh7RWj8PNGqtTwIYt6ah1ALErwLHjW0txvdTtzueSMSepWwAzc1y29mJXG5fdFF2RMuY4bSU+Cx/bqsoKRGdEhMtWehREglEKCRiK9EC8rfPmNMCbl6LXTh9Wty/dJuwbdokty+9ZN0xZYDZdNYbsE94CKC0sZThY6dzUtYbCxvb1GmpqpK0x2jU3qEhSFK0aK3HtdbnAK2Ia7J+hrsnipPoGbaf+QRK3aGU2qaU2tZjFo/bmMi4/UaOm9TXS5g7ltdyySWwd++UjNTMiQRFtNg5ERckReC114zS5BZDM2fDaSkqsuw5raC4eJacFnCdFrtgJuGmK1paWuTS2Saixcwh840N2Eq0VC6to3+4IKuDZE1ifVps6rR4PFJdCfZOwoUUq4e01v3A40guSpcR8sG47Tbudhxoi3tYK3DC2N6aYHui/XxLa71Fa72l3s7BNUSk21m0FBbK+SsmWjZskFuLhyeGxySJ085OC4hoCYfhyBHEDWlstNZpCdrTaZkxPFRZKd2lXKfFHqRbOWSilISIbCJaTKfFF7BXeKh1UwMdtBDdlv1ZTWHTibZx+NwULY53WpRS9UqpKuP7YuAqYD/wAHCbcbfbgF8Z3z8A3KqU8iulliAJty8YIaQhpdQFRtXQO+Me41iikShaa9vW34OEiGKixXQXOjos3UcsEdfmouWM2ZEWlz2Hx8Ztl9MCE5OepyUL5d8uabJrF1RXZ9bufuNGyarM4UDA6YiJltF+e4mWixYRwUvnk6/OfucMMc+PdnVaYCL5Nh+clmbgMaXUTuBFJKfl18AXgauVUu3A1cbPaK33AD8B9gK/Az6gtTZrKd8H3Isk574GPGTh3zInmIMC7dxUralJuhxGo0yIFovb10eChtNi4ysJkOS7SXktra3WVg8Fx23ptJSUzFLZ7TaYsw87d0poKJOOEBs3ilrYt8+640oTu4qWtpXFUFXFsReyXzUXdkDOn5mMa3enZdYEBK31TmBjgu19wJXTPOZu4O4E27cBM+XDOI5Y0yCbi5ZIRNJYGuprZUG12mkxRUupvRbrRKxYIW0sxsehoK0NHn3UsucOB6O2dFpqa6XTZTA4zaEtXAjbt+f8uCwlGoU//EGSzc2Oek5Da9i9G975zsyeZ6Nxyn7ppYmQ8BwRCgFa4x21V05LUxMU1ldzfO8g52d5X6Zo8ZbaV7Rs3SphZJtnZLgdcTNlommQvUULGCEipcRtsVi0BMeieIg6QrSsWiUn0iNHEIdhcFC+LMCuTot5Ipo2r72tbaKPt13p7ISvfS1xE7yREXjLW+Caa6R65sUXc398VtDVJepy9erMnmfFCrEVU8hrefHF7EQIw2EgEsFHUHKnbILHAy0rijl2qkRe9ywSDsh71ldmX9FSXi51GnZv+To/Rcvp0/DQQ5ZU0IQG5CTvL7NvWMQse47plJYWy8NDoUAUHyHp2mRzzLyWV1/F8rLncMCeOS2m5TutaDHDhnZuMPeBD8CHPwy///3k7cePy4iKBx6Aj35UBMyFF8JnP2vLKbUzcvCg3C5fntnzeDzisKQgWn70I3jsscx2m4hQCAiH5PxgI6cFoO2cWo7Rht6e3WTc4Jj9RYtTmJ+iZf9+uP562LYt46cKDUpHRTu/GYuLZdE6csTY0NpqudMSGhvHr8KOEC1lZZLj2N6O5aIlEora2mnp7p7mDjU1cnv6dE6OZ1aOH4f+/omfH30UfvEL+f7b357YHgzCZZfJYv/gg/Cv/yqJrLfcAp/+dNZmbWUNU7SYyjoTNm6El182ktlmRmtJ1A5koUFsOCz/2FG0tF64kGHKGHhmT1b3ExoTB9ZOnbKdyvwULeYJ+tSpjJ8qNCSJuP4Ke78ZFy2Ka19vhocsvAoNjo7j8zrnqnbBAmMBN7viWuQ8hUP2zGkpLpb1YlqnxcLPREaEw/C5z8GyZXDOOZJIGonAhz4EixfDBz8o4sQsh/vP/5TGOz/+sVyIgHTK+s//FIvxn/5pzv6UtGhvlz4FixZl/lwbN0qo6fXXZ73r2JicDrIhWkIhIBSWz4XNREvb6lKoqOTYs9Y6z1MJjY6LaCstzep+5gPzW7T09WX8VMFBES2+cnstUlNZvFguogcHEdESDFry95uEAuP4fc4RLdXV8nro5gUSxLVItISC2LK5HIjbZmun5dVX4dxz4VOfghtukBV061Z4//slOfXLX4Y775Sclv/6L3kP33233Oe6KWPMiorg4x+XeMdTT83Jn5MWBw/Kh9WKScjxybizYJbDZ0202NVpaQXq6ji2u3/W+2ZCaGwcH85wou1BhexCAAAgAElEQVTO/BQt1cZAaiucFjM8ZHPRYl64HTlCVnq1BMc0PoeJlnAYRsNeWbAt6rwcCmr8TFeiM7fU188gWiz8TKTNpz8Nhw7Bf/+3hIKefVayyL/9bbjiCnjTm6Q74KWXwr33ytfx4/CZzyTOHrzjDlFqn/1szv+UtDl4MPN8FpN160T8JCFazHL4YBZG8ZiixY5OS1ER1C8u5Vi339KLuKmExgwn2u5Zrg5gfoqWwkLpAmrBCTo4JNVDvgr7XVnHs3ChfF4OH2YiJGKhaAkFo/hsOuk6EZPW6Lo660RLCLmitKFoaWgQI8Vsqz6JuRYtWsPjj8Of/incfLNsW7JEatP/7u9EuJgn/He/W0JCH/+4uCxXXZX4OUtK4GMfg0ceEQFkd7QW0WJFPgvIe3DDBnj66Vnvmk2nJRwGQvZMxAVoO7ua47TCjuwl4wbHovi9s+cWuczO/BQtIFfXFijr0IisAHYXLX6/hPgPHyYrTksoqPEXOUe0TIqG1NdbIlqiUQiHDafFhmNSZ6wgKi6Wr7kKD7W3S9nppZdO3l5TA1/6EixdOrHtLW+RvJXR0eldFpP3vU+a1PzzP2flsC2lp0fit1Y5LQBveIMIv1nOddl2WrzRoAyfs6NoubCFbhoI/OGPWdtHKBB1I0MWMX9FS22tNeEhU7RU2b+Z1eLFEh7STc2W5nEABAPg8ztHtFRVya2VoiUUAsaj+LzY0gaetVdLdfXcOS1mlc8ll8x+3+JiuOsuePvbp3dZTMrK4M/+TJrOJervYiesKneO56abRE3/9rcz3i3bOS3eceOJbShaWleXw8JFdHzz17O0jU6fUFDjs5/56kjmr2ipqbFUtPirijN+rmyzaJEUE5we9sqACSudlhD4ipzzdqqokFYWMdFiRc+eEDBu3yoq02mZMRl3rpyWJ5+U9+TKlcnd/+Mfhx/+MDlxeNFFMDwsybx2JhuiZfNmsVgfeGDGu5lrdTicVIV0SoRC4Bsfk/8rG1bPtLUB55zD0f5y+M53srKPUFA7KnxuZ5yzyliNheEhhaag3BlOC8Ql41opWsLgL3bOh9Ljmaggoq5OREuGZ+tgEBiP2LaKqqRE1owZRctcOC1ai9OSrXacW7fK7TPPWP/cVtLeDgUFEx9UK/B44MYbpSHfDLGf+GGaVrst4bAhWsrKbOlAVlVBydImOlZcLhVqCZO+MkOcFvv97U5kfosWK5yW0Qh+FUb57JfDMJXWVjknxvJarAwPhTz4i+07yiARVVXGW6C+XkIH/ZmVPZrhIbuKFpglEjZX4aEjR6S539R8FqtYvFiqkOwuWg4eFDvU6uSHm24Si3WGRnvxURGr81pCIfBFRm0ZGoKJySYnLrpF3os//rHl+wiGlKNy/uzM/BUttbVymZ3p1fWYfcMBUykslA9nTLRY5LSMj8N4ROMrsaC3RA6JRUNmTfZIDnFaxm2dcNfYaMPwUCr5LOmglLgtThAtVoaGTK68UvKAHnxw2rtk02kJhcAbtq9oAeN0WL4avXadJG1bPP4hFHZW+NzOzN9XsaZG3piZXl2PRR0jWiAuGbelVRao+LNVmoRCQCTsONESazBXZ4iWDPNazJwWO19R1deLmRKJJPjlXIWHnnxS9r1uXfb2sXWrdIY1O+naDa0lPJQN0VJcDFdfLXkt0yzG8acBq52WcBh84RHbi5ZAUHH6vXdJ7pMFI17iCYUU/uL5u9xayfx9FS1qWx4as/eV9VQWLpSW3X2VRgmpBW5LMKBliqsDRUskAsOljbLBCqclOm7r2HVDg6xbCfVZdbWsXtmoe52JJ56QgYeeLJ6OzLwWu/Zr6euDgYGURIvW8NOfJjk266ab4OhR2Lkz4a9HRkTbQJaclpC9RcuCBXLbsch4n+zfb9lzx5xoh4XP7cr8FS21tXKbqWhxWP19XZ3cni4zBgVaIFrMrsD+UueJFoDThdaEh2LVQza2gWccnDgXrfw7OqRRXLbyWUw2bZJcEbuGiNIYlLh3L/zP/8DvfpfEnc0xB9PktYyOTvz3ZyWnJTTkCNFywtMq4vnVVy17bnGiI65osQj7nl2zjVVOi8Oywisr5XagzLoGc7FRBqX2T0aOJyZaPIaAtUS0RG0dHpqxwVyuhybu3w9vfrN8f+WV2d2X3y/lv3YXLSk4LWaj2507kxAaCxaIaGhvT/jrkZGJ//5sOC2+oL1FS0mJnA86ur0SQ5/mdUqHYBARLQ47P9oVV7RkWPYcDGo7dmyflpho8RurlxXhof4xAHxlDrKciDMWRv1SjplhTouZiGtn0VJaKmGAhKkduWzl/41vyEC/gwelWuPss7O/z61bYfv23Ie/kuHgQUkYXrIkqbsPDsLLL8vdQ6EkWtAoJS6OKY7iGB+XlyRbTks4DL6AvUULxNUmrFhhqWgJjY1L2Nh1Wixh/ooWq8JDQfDZeJGaSkmJVBENhEvkJGJB2XNoSM5y/goHqTfkzy8oiCt7tqp6yMYnJ6Wkf9v27QmuqHMVHurvhw98QETEnj3SsTYXbN0q/0lJDBDMOe3tknCW5BXQs89K4eM73ymNEpPKG12+PKFoMZNws+q0BAZtL1oWLBAxP75spfx/WFRBFAufl7lOixXMX9Fi9nHPVLSEcFRWuFLitgwMII1brMxpKXeW06KUvA36+7FkaGIoBCoaobDI3rk9b3iDhAPOSG/IldNy8qQsCO9+t/RPyRUXXii3f8zejJm0OXx48nylGdBaQkPLl8tCu3kz7NqVhEOyYoVM0Z7SPM0ULeZ/v+U5LYEoXptXD4E4LZEIdDedLX1tpu0NkBqhAWc60XbFOaut1ZiTnjMND4U9+Irse2WdiIoKQ7RY1KslOChnObsPjUxErMrXIqfFNx5AFdv7dViyBNaskeHHoVDcL3KV09LVJbeNjdndz1Sam+U9/8orud1vMhw5Io3lkqC9XdbTiy+WnzdvFh0yTWHQBMuXSyzoyJFJm83GcqWlYvRY6bSMj0M0GLbthOd4YnNkK9bINxaFiEwn2hUt1jB/RQtYMjQxFMLW4YBExJwWi0RLaFhWPl+5s8JDENfK3wLREgqBPzIs+TE258Yb5WLyqafiNlZWiv2U7fDQXIkWgPXr7TeDKByGEyckPJQETz4peUmbNsnPy5eLYzhriMisTJqyGJtOS0kJFBVZK1qCQSAcksnnNhctTU1SONThNxwviyqIYhd1biKuJcxv0ZJhMy2tIRxR+EocKlosGhQYNESLv9LeDkMiqqslPKTrMn8tpLRzxBGiZflyyW35/e/jogUeT9xsgywyl6LlrLOkVjhhd705oqNDTiZJiJa+PslH2rp1otu/UuK27N49S69MszJpSl7LVKfFyvDQ2BgQDlPMmO1Fi9cr1XUnIg3ixFvttDjwos6OuKIlg/BQKBCF8Qi+YnvnMEylslJOVJGqOrmsyrArbmhYVj1fpf0nXU/FbDA3VL5AzrAZjKYPjo7jH7d/7N7khhtEvO7YEbcxF638OzslA9oMR01Ba/jqV+FDH4JPfhK+9CULZ3uuXy+r8muvWfSEFnD0qNwmIVoeflhEytVXT95+0UWy/QtfmOFPa2hIWPacTaclEABCYYoIOOJzsWABdHQWSH6RVaLFvKhzWKGCXZnfoiXD8FCsP4nDYpWxsudSo6NSpg7DSBgPUQoq7Dd2fjZivVqKjdcigxBRcMiwwR3gtIA4LX6/dLePkYtW/l1dsoBO0wH3wAFp4bJqlZgDJ09K51dLWL9ebu0UIkpStAwOSg7xBRdMvG9NWlrgE58Qt+Bf/3VK2M9EqYQVRPFOS1ZEi0OcFpDXsbcXgkvXWC5anJjzZ0dmFS1KqTal1GNKqX1KqT1KqQ8Z22uUUo8opdqN2+q4x9yllDqolDqglLo2bvtmpdQu43dfV2qO55RneII2s8Kd1gnWFC2DRUavlkyTkUci+AihSksyPLLcExMtfqOKJQPREhoOSsKhQ0SLxyO5n4cPx23MxaTnrq4ZQ0OPPCLJ4u95D9x+u1Q77dsnhS8Zs2aNLN52Ei1mYmxb24x3e/RRcQWvvTbx71tbxZlauRJ+9CMjNDOVBKJldFTEiseTvfCQU5yWlhZx+joXbJLXyYKy59CIONFODJ/bkWSclgjwUa31GuAC4ANKqbXAJ4A/aK1XAH8wfsb43a3AOuA64B6llJn08Q3gDmCF8XWdhX9L6phW+Ph4Wg+fKGVzVoJVzGnxWTQocFRECyXOEy2x1iSFmb8WwSFnVEnEs3ixtOqJpXjkIjw0g2g5cUL0xOWXi2sA0uG/tBR+8xsL9l1SAsuWSY2wXTh6VPLLZvj8BALw+OPSj2+mVKCSEvjTP5VT2p49Ce5glj3H5fSMjEzsOjtOS8gxoiU28L1ujai5Eycyfs6gET4vLHde+NyOzCpatNYntdY7jO+HgH1AC3AzcJ9xt/uANxrf3wzcr7UOaq0PAQeB85RSzUCF1vpZrbUGvhv3mLmhtlaU9MBAWg+PiZZSh4aHCqzpChwaG8dPCEcNYTIoK5P0in6P8Vpk4rSMhB0VHgJxWiKRuJyRXIWHpll5H3lE3kbxo4j8frjqKtEZZiQlI846y15Oy9Gjs4aGnn5aXIvrkrjMW7pURF7CEujly+U/PK7seXRU7g/WixYnJeLCxGy2vqpl8o0FFUSh0bBjnWg7klJOi1JqMbAReB5o1FqfBBE2gBFroAWInzt63NjWYnw/dfvckWFfilgpm8OywsvLxSEfUEaDvUzb14+N4/NpeVKHoZS8HoNUyIZMRItxcnKSaFm8WG5ja5hZAx6NZmeHWk8rWgYG4PnnpTKmdEp61OWXixvw299acAzr10u+gtWtX9MlCdHy4osiMJNp5eLxyFSEXbsSmMgJyp5HRyecFqvDQ05LxC0qkvdeb7ERqrMgryU4Mi4XMw50ou1I0qJFKVUG/Bz4sNZ6cKa7JtimZ9ieaF93KKW2KaW29WTYO2NGMpw/5NRSNo9Hzh8DUeMkkmlOy5jG7zyTJUZFBQyGiyUekUki7kjEEf0o4qmtlZN0LK+lpkYEy9BQdnY4MCC14QlEy+OPy66vuurMhxUXwxVXSAf+jCuJ1q+XHe3fn+ETWYDWohhnEC19ffL/Y/ZlSYYNG0SMnFFJlKDseWRkstMSDFrWwZ5AAFQ4hL8wmvSIgrmmrg56orVyvBaIltDYuGPD53YkKdGilPIiguUHWutfGJu7jJAPxq3Z8/g4EJ9R1gqcMLa3Jth+Blrrb2mtt2itt9SbQcZskKHTEpu548AEq8pKGBgukL4cmea0BMadGBmKUVEBQ8Mq4741wdGo48JDSonbEnNast0Vd5oeLVrDc8/B2rUTeQVTueIKWUcydlvsVEF0+rSohhlEizkqKRXRsnattBo5o/lvY6O8P2dwWsA6t2VsDPzRUVRFuWOc2Pp66DvtkdwnK0VLkfPWCTuSTPWQAv4fsE9r/ZW4Xz0A3GZ8fxvwq7jttyql/EqpJUjC7QtGCGlIKXWB8ZzvjHvM3JDh0EQnd4KNNZirrc08pyWgHS9aBgfJqCtuJALRUMRx4SGQkMOJE0ZL/2zPHzJFy5SZQwcPyi7PP3/6h5aWSpho+/ZpplQny4oVkjhjh2RcM0lnhrjPjh1SGdTQMO1dzsDvh9WrRbRMck0SlD1PTcQF60RLIABF46OOcx/7+iC6fKV1oqXQmeFzO5KM03IR8JfAFUqpl42v64EvAlcrpdqBq42f0VrvAX4C7AV+B3xAa21GVt8H3Isk574GPGTlH5MymYaHTNHiwKZqk0RLpjktQfA7aNL1VMrLJRqia9MfmhgKAeGQ46qHQJyWaBSOHSP7k56ncVpeeEF0xDnnzPzwq66SKN5DxpkjEoE//ME49mTxemVFt4PTMkuPlv5+CfGk4rKYbNggb+czBN6KFTHREg7La2iGh0ynxap0n0AAiseHHfWZqKuTXKCB1nXSxCjDWFkoEHX0RZ3dSKZ66GmttdJan621Psf4+q3Wuk9rfaXWeoVxeyruMXdrrZdprVdprR+K275Na73e+N2dRhXR3JHhpGezlM2p4aHBQYjW1mfutIQ0Pr9zRUtFhZy4x2paMhQtRk7L1CxSm2Ne5B8+zJyEhyIRcU/OOWf2tIfycrjkEhE5+/fDv/wL/OQnaYSM7DKDaBbR8vLLcpuOaDn77MnPEWP5clmMI5FYY7mpTouVoqUoMuQ40QLQW7ZY/oDBmVI4ZycY0Ph9c7vU5RPzuyNuYWFGs1bMpkG+amctUiCiRWsYrlhggWhR+Iqc+1aqMAqHBita03adZDBcGJ/fIzXUDqKqSr6OHCGu214WnRaPZyI0i/QTGRmZOTQUzzXXyFN89avydE1N0msmJdavF8EwdUG69164//4UnywDjhwRpTZNIs/27TKcurk59aeuqpLy5+efn2IWrFwpSvHQoVgL/6lOi5U5LUUhZ4qWHr+RgplRLBJCQWeHz+2Gc1caq8hg/lBoNEIhETxlzssKj/VqKU9/oTYJhhR+hw2NjMc8nw6WLRA/PjZBMHnM8JBTX4dYZ9xc5LTU108Sdi+8IGlAa9Yk9xSVlTI3ac0a+Pu/F7HT3Z2iO2Am48bbEKEQfPSj8JWvJH5MNjh6VDrhJhhpMDQkKRXpuCwmF18sYxAmpWZs2CC3O3bkxGkpDg84SrTU1Ej6SZ/XyLsy3cE0CQWd7UTbDVe0ZNBMKzg6jk9FJlp3OoiYaCluksvcNM9S4+MwHo7iL3buWynmtBQbIYs0RJw4LRHHjXQwWbxYzs1jFEt9cTZFS1xoKBCQZNEtW1IzqK6/Hj78YbkqbjUuiFNyWy65RGyFX/5yYtujj4rzksthikePTpuEu2ePOCSz5fnMxLnniovy2GNxG9etkwSi7dsnDUuELDktwUFHiRbTgO/FsFwydVpCONqJthvz8pU8cQLuucfo95DB0MTQaASfN+rIrPCYaPFnNn8oFAIiEXwlzlysYUK0DBWZPbxTz2uJhYdKnSdgYSL80NPDRIO5bDBFtLzyihhb552X/lOaI3tSSsatrBTl8+MfT3RgMwXMqVPiuOWCGRrL7d8vgmOWkUQz4vXKBOiXX477k3w+SXjZvn3SsETIktMSOO0o0QIihnvHDdfRAtHi5EIFuzEvRUs0KifLri4yCw8FxvF5nZlgZS7UA16zb/X8FS2lpaI7B33Ga9HdPfMDEiDhobAjy98hrn15H9lt5T9FtOzcKe/FpUvTf8qqKgkvpSRaAG69VWInTz8twuVXv5pIzs+F2xIKyf4TiBatZUikOd8xEy69VJ5v0uTnzZthxw5GR+T8lY2SZ60hMKYpcqBoqa+H3tESsV0yEC1aQyjs7Jw/uzEvX8lJuYYZnKBDY1F8PmcqaK9XTlSx+UPpJqAGtONFi9kheNBrJIemcZIyRYvfYcMzTcy82N5esidaprTwN4f6nXVWZguzUuJGpCxabrhBFOv990tnu64ueO975Xevv57+ASXL8ePymiQQLd3d4oysXp35burqJCL05JNxcxI3b4b+fkZe60QpiQiCtSXPoRDoSISiqLP6tIB8HvoHFOGGloxESyQir4Gv2Jm5bnZkXoqWkhJZtPv7Md6d/ZOmniZLKOjs+vvKShjAiBNl1KtGO3axNqmogEGPcZV98mTKj4+FhxzqtJSUyMLV14eo+myIluFhSXIwRMtrr8mPZmluJrS1Sdg3pYHtpaVw003ws5/BT38qJ4U77yR2cNlmhnLnffvkNtnk5Nm4/HJJ14kNUdy8GYDRfYcpKZkQjR6PvAxWOC1jY0AwJMMSzVJ6h2A6j6fqVmYkWsSJHndsgr4dmZeiRSlxgU+fRk6gWqflNIQC2injNBJSWRk3fyhNpyU26brMweoNw2kJGdPS0hAtMafFgT17TGLNkRcsSKOGOAmm9Gh55RVx361YmNva5Loj5fXl1lvlvX/PPXDlldDSIq1nbSBa6uomFs9MWbtWhPmLLxob1q8Hn4+u3b2x/DYTqyY9BwJAMCjDEk172yHEerVULc9ItASDON6JthvzUrRAXK6h2U48zatrJ5eyVVbCQMTIwEvTaQkOyNnN6aKlosKYEdjUlNZJynRanC5aenuBJUvkwzEwYO0OpoiWXbtg1Spr5uillYwLcO21cgUTDsOb3iTbli3LjWg5eFCsjSmiJRqFAwesc1lAdrNpk/TTCwYBn4/BtRew/8CZ1Ul+v7WixclOS2/pIgucFle0WMm8Fi39/UyUTaSTxxDU+BycFV5fD6cGCgiXVafvtAzJ2c1f7nzRMjgIuqk5bQFbGBnDU+68RoMmdXWiXfXiJbLh0CFrdxAnWrq65EcrQkPGU+L1piFa/H5485tlVb/5Ztm2bFluclr27JF9TRmkd/SohFasyGeJZ+NGWUT37JGft7XcjO7p47xzJxcTmJOeM0VES0C6RDtMtFRWigvYW9wmCUYpxR0nCAY0jLuixUrmrWipqhLRohsNpyUd0RJ2dv19U5NExrqrVqaf02JOuq5wcJwMES3hMAQb2tJ7L4yE8UUDjks4jKe2VharkaZlsiGLosWcVXjWWdY8tccjkZ2URQvAF78IjzwyUdW0dKk8UShkzcFNx549kiE7BTOfZdUqa3e3cqVUWe3YIT+/4LuIttBBmgOHRGG89a3wjW9YFh6alNPisPCQUobz6G0SwZLh+dHpTrSdcO6KmyHV1RIDHy5LPzwUCil8xc5V0GZkrLN8RfrVQ4POnXQdT6zBXM3i9N4LQwFHTniOJ1b2XJElp6WzU1aD+np27pTUmbhu/hljVhClPNGsvh6uuGLi52XLJEZz+LB1BzeVQEDa1JqdeePYv1/+Fqv1r8cjbsvOnZK0fIilnMcLsG0b3HEH/Pzn8JGP4B/qtTA8FJCcFoc5LWD0alFG76Y0u+KGBg0n2uGFCnZi3ooWsx3D6UCxeIFpOS3K0Z1gGxtlDTlZtCT9nJYh5066jifWyr+yTXI5xsZSenxwMCQ2uINFiykg+iKVouKy4bTU1jI0Vkh7u3WhIZOFC2F0FB5/XKqYf/SjNAf0LjOcpmzmtRw4IMJoitMSjUqqi9Uui8mmTeKmffe7QE0N5xa+DHfdBd/7nlROeb0U/ff9FoaHQhR7nDf5HIxeLeM1aEg7r8UULa7TYh3OtQkyJL5Xy8KmppSvrqNRcWqcHKv0+eQCqNO3ELrTzGkZFtHi5ARUiHNaylvkm85OSUhNktBwSJwWB56cTcyL4d4+JX97NkRLYyOPPy6fn61brX16sxv+/feLGNdaSn1NRzFpTNGSzbwWM7Fkimjp7ZXzSktLdna7apWUtx86BCtWF1B9dpvEi978Zvja12DRIor+7gUCKw4CyzPal4SHAvirSxzZNbyhAUY9ZQxTRnm6osUND1mOc22CDDFFSywZN8U3ZSgoTdWcXn/f1ASdqjn9mO1IGIWmoNx5QyPjibXyLzHyGlIUscGhoOOdlpIS+errI2uiJVy/gCeeEJclrjGuJSxcCH/zN/CpT8EnPynbzKrilGhslBcim07Lnj0ybGnlykmbzdNQykIrSQoKJqqFzj8feOMb4cIL4b77JH70oQ/hb6kn+MiTKbuNUwkEwBsapbC2cvY725CmJqCkmE7SqyiEOCe6wtkXdXZi3oqW8nL5jMbKnlMVLYMBQDt21oxJUxN06Xr04GBaiYfBkQh+gqhSZ4uWWHjIb8SwU3w/BIcjjhctMKXs+fDhNOMr03DsGM8XXcrQEFx9tXVPa6KUGBetreJUFBammZirlCTjZlu0rFx5Rr13tkULSFv/ZcuM/nKf+hQ888zE+9brpeg9f0lgKIT+2c8z2s/YGBSFhxyXhGvS1AQUeun0L04/PGQ60Q4vVLAT81a0eDxxDebSCA8F+42mag4XLc3NECos5RTptW4PjUYkLFLibNHi8UhfucFCI0aS4vshNBp2fHgIJsqeWbJEEkTSmMOUkHAY3XGC/xndSlsbrFhhzdNOR0GBCJe0nBbIfq+WaSqHurrkLZTNj9PixfDxj0+/j6Jzz0IX+gj/8YWM9hMIQHFowJFJuCCH7fUpOitXZSxaXKfFOuataIGJsmeam2FkRNqMJ0m+JFg1NQFFRWKBptMVOE9ECxgN5lSFKJhUnbeRiOOrh2CiK67lvVqOH2ePXsNJmrn66tykOCxcKKIl7WTc11+31mkyGRsTQZRAtHR2ZtdlSQZ/SQE01BN8/uWMnicQgKJgv2OdFqUkUthVujR90TISxkOUgjJnFyrYiXktWjLpipsvnWAniZY08lqCo+P4CZ3RIMuJVFTA4LBHzlSpOm+j43kTHgqFYLjR4l4tR47wGJdT1VRkjr3JOmY1UVpjlJYuFXGRQTfUadm3T8SQTUVLURHQ0EBgV3tGeS1jY1A01u9YpwWMzAHfwvRFy6gRNs6Dizq7MO9FS3+/0QUVUnpj5svMnbIyKKnypS1aQoFxfF7tyOqAqZhdcdPKcQqM54XTEuvVUmaU4lgkWiKvH+UAq9h0oZ/CHBXcmd3x0woRZbPseZrKoeFh+Zpr0eL3I6JlvBBeeint5wmMRSkeO+V40dJb0Ej4ZJp9rEbyx4m2C/NetASDMFaVhmjJk06wSkHzIm/a4aHgmMbvy4KFPgfEREtzaq38tYbQWFQcJ4efnMxeLb2jJVLzaZFoObJzgDBeVl6QuwWspUUifbYULV7vGYk9Zv+yuRYtptMSxA/PP5/28wQGghQ5sBtuPE1NoItL6DldkFahguu0WM+8Fi1mg7n+YkO0pLBQ5VOCVdOSkgyclig+Z+u2GOXlImJD9S0pCdhwGHQ4gr9IySrpYGIN5iwue351bwSKS1i+LndvFq9XFp20KogWL5Y3xJNPWn1YIlpWrZIDjCMXlUPJ4PcDJaUEGhdnJlr6g47thmvS2AiUGOfHNJLSg6OGA1vs5rRYhbPPsBkSazBHtTyaaRwAACAASURBVNRHpuK05JNoWehjsLCG0ZOpT/UNBTU+n/NDQzCllX9XV9JD0kIhIBzGV+zsnj0gV9mlpXFlzxaJlvYjXpprgjkvrjKTcVPG65WGaz/7mTWDeOKZpnKos1NOQ3O9xpvr68jaczMSLWMDIREtDnZaRLSk36slFIi6osVi5rVoiTktg6knX+aVaGkCiorpPJJ67+5gEHEY8oBKowfWYEWrCJYkw2XBIBAOOb783cSsIGLJElnx05xwaxKNwsGuCla2jlpzgCmwcKFMZRgcTOPB73iHPPA3v7HugEZGRAhOI1oaG+ferKurk7Bx9+LzpFdPGg5DJAKR0aAMS5xrFZYBfj9UN/oyEC3j+AqiUoPvYgnzWrRUVsqH8/RpUu6KGxwOA86fuQOGaCkvp/P1kZQfGwppR0+6jscMjfT4W+WbJN8P4rRE8Jfmx4mpri7OaYlE4PjxjJ7v2JEowaFQ1nuzJKKtTW7Tclsuv1xUxA9/aN0BHTwot6tXn/ErO1QOgZhMdXXQWWcMc0zDbZG5Q84PDwE0Lc7QaXF2rYbtyI/VJk0KCyVsnU6DudCIIVqqnJ9gVVcHhVWlnDwaSfmxoZDKG9FSXy8itsuTWo6TOC3hvHFaGhqgpwfGF1rTq+XVF/ohOs6Ks3Mv8E3RklZeS2Eh3Hor/PrXRkMnCzDduykzDCIR+ZXVow3SpakJTvoXiUOQgWgpdngiLkDT8jK6aESfTEe05E+hgl2YdbVRSn1HKdWtlNodt61GKfWIUqrduK2O+91dSqmDSqkDSqlr47ZvVkrtMn73daXsUSMb69WSotMSGo3gJYwqK83eweUIjwfqm710D/phaCjpx0WjEAlrR0+6jqewUNyWrnGj7jclpyWM3+Hl7yaNjfJ/21tlDMzLULS0bxuggW6qVufeRiguFjF65EiaT/COd8h/8M8za2kfwxQtpq1n0NMjr7kdnBaQ02HXKR/RszakJVrGxoBA0PE5LQBNbV4CvkoGjqae8xcMgs9vi6Uub0hmtfkv4Lop2z4B/EFrvQL4g/EzSqm1wK3AOuMx9yilTM/8G8AdwArja+pzzgmxrrhNTcblZZLJl6MRfITJF++vYXEJ3TSkNNk2FAIiEUdPup5KYyN0h4zklhSdFn95frwXzIWzq9CoGc5AtGgN7XvDrKB9YgxzjlmxQvq5pZVPu2ULLF8OP/iBNQdjVuhNES12qRwyaWoy3J8NV8ILL4iiSoFYeKhInTFfyWnI4MQSOg+n/gbKp/C5XZj11dRaPwlM7Sl5M3Cf8f19wBvjtt+vtQ5qrQ8BB4HzlFLNQIXW+lmttQa+G/eYOWVSV9xoNOmks9DYOH5vNC+aqgHUr6yih3r0weT7UgSD5MWk63gaG+UKU5dXpOy0+MqdfXI2MRfOzj6v5LXs25f2c3V0wGjfGCt5dc5EyyWXyCL63HNpPFgpcVsefzzlLskJcYhoaTZbVy08T5KRU8xrGhtDwkNVzv9MNDYCZWV0HU29UCEUAl+eFCrYhXQlYKPW+iSAcdtgbG8B4qPHx41tLcb3U7fPObW10up7tCa15MvgWFQ6weYJ9esaCeNlYE/yJycRLfmTywFyggoGYbBxReo5LXlQSQbSB6u83PgonHMOvJz+DJr2dmBoiBXlXRPlWTlmyRJpu/LYY2mOErr+enngs89mfjC9vVJbn6BHS3W1fUyJmHAtWizfpJjJHHNaqp1fqFBVBf6qYjpPpOY2meFzX1H+XNTZAat9q0SSUs+wPfGTKHWHUmqbUmpbT0+PZQeXiBZDOnV4jIy9JBeq0Nh4XiVYNSwtA7+fnn3Jd8UNBXVehocAuqpXJ/9eCGoJDzm8O3I8jY1Gh9ZzzpGKlxRyneI5cgQqAt3ULqmw9gBT5PLLRRjs35/Gg88+WxJSd+zI/ED6+s5wWUAicK2tmT+9VZSUiLY66VkgG1JMCool4tY4X7QoBU0tHk4Ol6X0OTDD5/nSEsIupCtauoyQD8atGVM5DrTF3a8VOGFsb02wPSFa629prbdorbfU19eneYjJERMt0dRa+edbKVtDA1BRQffB5BtajA6EQWtKKvJHtDQYnmFX+fLkXbehEKDzovzdZJJoAdi5M63n6eiA1rG5y2cx2bJF3KPHHkvjwUVF0lfFKtFiDngy6O+X13rVqsyf3kqam6EzbBxrik6LGR4qqnP2LC6TlqVFdNAifWuSRETLOL48Cp/bgXRFywPAbcb3twG/itt+q1LKr5RagiTcvmCEkIaUUhcYVUPvjHvMnFJZKR1Aj48avQSSXaiC+RWrrKkBT2U5PUeTn+ra2yEx3gQXjo6lpkaqiLpLFsOJE0nFE2LDM/Og/N2kqUkuKkdXbZQNaYSIolF5CVv7d8+5aCkshIsvFu2VxrQK2LQJtm9PM74UR2/vGR+YAwfkNkHrljmlqQlO9vnQtXVpOS2e4Bjemhy3QM4SLWsqGKSCob3J187HnJY8cqLtQDIlzz8CngVWKaWOK6X+CvgicLVSqh242vgZrfUe4CfAXuB3wAe01mY5zvuAe5Hk3NeAhyz+W9JCKXFbOnp8omCSDAmMBRRF+RMNwOOBusZCunuUDNNJgt6TIRSa6tr8yY5XStyWrrJlkuyUxJVVcDAo5e/l+XFVCXE5DZ4FssimIVq6uyEyEqTFBk4LSEKuUvD002k8eNMm+YNOTGsQJ0eC8NCBAxKOsVN4CMRpGRuDwda1aeW0FAUHULXObixn0rJRLNgTu5JXvAMDQCTi9MHvtiOZ6qG3a62btdZerXWr1vr/aa37tNZXaq1XGLen4u5/t9Z6mdZ6ldb6objt27TW643f3WlUEdmClhaxsXVTcr1axsehZ6yMhvLkXQknUL+wmB5dm/RVVV9nhCr6KSzPn7AIGKGREqOxWhJhkeBgUCa55tHZyczt6exSEiJ66aWUn+P4cWB4mBY6pJ/+HFNdLdXLaeUVb9okt5mGiBKEh/bvl9CQ3QoRY8K1/qzUnZahEEXjw47vhmuyYH0NFBTScWA46cd0dQGRCA01qTftdJme/LlEzoDWVgn39DWuTerKurcXooEQTTWpjyq3Mw0rKummIemy596ucerolfhaHtHYCD2eRqJ44JVXZr1/X1eEGk6R82mAWaSuTty3WF7L7t1JO3AmHR3gGRmimZO2cFoANmwQsyTlENGGDaIqMhEtoZCUD8c5Lb29cix2y2eBibLnk5WrxWlJ4TpzrG8sLxrLmVRUKkorC+g4lPw5v7tL44mEqK2xzfV5XuCKFiZs2eOtF8DevbM2mOs8FoahIRpX58cH0qR+bT0Bihjem5wV3HsyLKJljkpZs0VjI4x7vPQt2ZKUaDlxElmY88hpKSiQTrIx0RIMTiRfJElHBzSqbgoZt41oOftsuU05r7isTJJOMhEtpwxDOk60mC+pHUVLZaXkIHeWLIHhYaOhVXIETo86flhiPEpBS0OYEym06uk+EaGOHgrK8suJnmtc0YJcUSgFHfXnSB7DLF1hO1/uBDSNG2zSCcoi6lfVQEEBPXtmb7AXicDAyVERLcuW5eDockes7HnZ1llFSyAg5/J8Ey0g4YFYrxZIOa7S0QEto+3ixJllWXNMQ4P8/yahRc9k06bMRItp78SFhw4cEIPOdDXshFJGMq7HuKpLIa/lVGeYCgbzxmkBaGkroKOvKGnDqftEhAa6JWHJxTJc0YI0dKqvh+MlK2XDLJdhnbt7qWCQkrPya7FuaPJAeQU97bMPh+vrAz0wSF3hgP0yCDPEXF+7WzfBa6/JVeY0dHYCoTBNdOZVeAgmJltEV6ySD0kKoiUQkNBH68HHJQPWY59TzYYN8OqrE239tTYaBM7Gpk2SqJNk1+wzmDJ3SGsRLXbMZzFpboZObXwgksxrCQahuzNKG8fyxmkBaFleJGkEh2ZvC6E1dJ8cF9FS7DotVmKfM8kc09ICHXqBnFxnES1dB4dkkVqxIkdHlxvq6kBVltN9ZPYE495eYGCA2oWlEkvII8rK5DzTVbtWNuzaNe19OzuBSDgvnZbGRnHU+ga9sH59SqLlxAlgZISWjufhyiuzd5BpcPbZEgHes0cWl3vvhU98YkJTTIuZjJtGUjJwRgv/7m7p0WLH0JBJczP06ypGKEnaaenoAB0I5p9oWVsFQMe22WNEQ0MQHB13nZYs4IoWg5YW6D7tJbRi3YyiRWs4eTRMU9lIXn0gQXpZ1DQU0tM5PmvSXV8fMDhI3fKq3BxcDlFqSgXRDLGEkyehIBKinp68Ey2xwYlmXsvLLyedjHn8ONDRIZVDNhMty5ZJxGrnTvjJT2DbNsmR/c53ZpkLaIbJ0g0RxYWHjh2DH/1IfrSzaFm+HCgq4lX/2Uk7LceOAUFDtORReGjBOUbZ8+6po/jOpKsLGB4W0bJgQZaPbH7hihaD1lZDkCy/eEbRMjwsA+Ca2vJn3k489a1FMuV4ltLv3h5NweApKtfk5weysRG6QtWSjTjD++HkSWjwnqagQEnWYh4RK3s281r6+uQyOgk6OqCo8zA1tZ6J7Feb4PGIcfTCC/Doo3DVVXDbbRIJ/N3vZnhgVZUonu3b09txby9BfHzzlw187nOiAW65ZeJ1tiOLF4O/SLG/ZmvSTsuxY1Cqh6hSgzILIE8oWr2YWvroeHVk1vt2dwNDgzTSlXc5f3ONK1oMzHb+xxecJ4m408yY6OoCBvppXJ5f+Qsm9csq6KZBzuAz0HdogNpIF54V+fmBbG2FU6cVp9ZcNKvT0uztFZfFrokJaVJWJmtOezuw0eiMm2Rnto7jmpYTL6KuuNxW+SwmGzaIq7JlC7z1rXDeeXDuufDgg7N0Pdi8WdROOm2m+vp4xHcjO3b7uOEGuPtuEUx2pqBAnKB9RRtTclraCk+iqqts+X+fNrW1tPh66Tgye9+V7m7wDA1QUziUdzl/c00evaMyo64OfD7oqF4nG3bvTni/zsMBGBmhaV0e9a6Po2FtHSOUMvpK+4z3620/TS19hn+cf5iRgJcarxOnJUHcIByWRNXmwCHJ5M5DLrxQNFvf8vNlXPL/+T+zPkZr6NhzmtbBPbYLDZls2gQf/CC8610TWvPP/1yMtX//dxlgmJA3vEFW5SeeSHmfgydHeNh3I5s2wU03OSfVYfVq6PK3cerw7Amo0ai4bG0cz7vwOUrR0hihs1MTmUW3dHdDfeA4niWL8i7nb65xRYuBxyNuyyFlOAfThAQ6X+nCS5iaDW0Jf+906s9uBp+fnqdmHofbe3gkL8udTRoa5ALpJe+5EhNMsIp1d8sC3XzoGbkCz0Muu0wW9Sf+WAgf/jA88ww8++yMj+nvh9GDJyWfxaZWglISIiqMGwtTUgIf+YgUSn35y9OkrrztbZKncc89Ke/zwb3LCPvLeNOb0j/uuWDNGqCsjP3d1RMlV9PQ1SVivi1yKP9EC9CyqJDo4Ig47jPQ3Q0NQ6/l7flxLnFFSxxnnw2vn6qir2zRtBUjXftO0UA3nlX5VTlk0tDkgcYGTrxwfNr7BIMw3D1Knee0bZqGZYONG+Hg+FIGKU8oYk+eBAJjNHfukDhDHlJTI67TU09B6C9ul7yOL395xsccPAh0dNC2IApLl+bmQC2isVEqiRYuhG9+M4FwKS6G22+HX/4ypTlEJ0/C0yeXcmnTAbu0rEma5maoqC9iH2uMDOvpOWbME2zr2paXCagty4theCj2dyZCa+jp1jT07XNFSxZwRUsc558PKMXzC2+Z3ml5fTQvy51NmpuhalEVOw5VGxO/zqS3F6kcavaCNz8TkkFCCLq6mpfVpoR5LSdPgurtlWS7PBUtAFdcIT0Xn99TBu99ryzYM+Q87dgWpeLkARZfa+MGJDNQXi6Oy4IFkuNyRvrKe98rteD33pv0c/7yl+ALDnPjqpnDrnZEKVizvoB9rEEfnjmv5dgxKAyN0Hj4OfiTP8nREeaOprU1VIe6eP7x0WnvMzAg88gaxg67oiULuKIljtpa0SLPFV+OfmXnGWerSAR6OkI0VYfyrrzVxOOB864oYzfrGHpsW8L7mKKldml+te+fSnMzNCzwsqPuGnjxxTN+39kJdSNH8BKZ6OGRhyxfDm1tUmmj7/ygxOj/7d8S3jcYhF3/08Wm4DN4rroix0dqHV4vXHutmCl79kz55fLl8stvfjOpeUxdXaJ5r448RFmTM88bq8+rYIhyTuycuZnNsWPQEnidAqJw8cU5Orrc4Vm6mEt4kr3bRqcNEXV3A4Nu5VC2cEXLFC64ALqKF3NksIqpHmBPj3SBbVyc3x0Oz791CVEK2P7fiT3Qvl4NgwPUra5L+Pt8QSnRIgeaL2Pk4T9OzI4xOHECmk/vlfKKPCrtnIpS4racOAH3P7mA4VveJU1NEpTA7t4N4RdeYnPla3DjjXNwtNZx7rmSvvL73yf45fvfLy/Igw/O+jyPPw4FniiXDP/2jAnPTmHNJfWAYt/L07cO1lpOma29L0sjHLPiLJ9YsoSLeYrCkUEefzzxXUzR0kC3K1qygCtaprBpExQ2VPMcF5wRIursBAYGaFqZvwsUQOuacloawjz/bOJOW72HhvCFhilbk5/JyPFs3AjR5SvYGVkDP/tZbHs0Kien5o4X8zYJN57zz4dLL5Wimb/3fYn/iV6Ofs8dZ7iR23/cTvnxvSz/xFsdL+QKCiSP+NVXE5RB33CD5HP94z9KZ7ppCAYld3nLmlGZxVPrzKrD6gYvjeWj7N5fOO19BgYkZ73t0BNSdpaPoeNlyyj3jLLZu5Nnnkmcl9zdDYXD/VRzWiruXCzFFS1TKCmBDZdW8yLnEXn40Um/O/HqMATGaNpg425QFnH+pjCvH/bQ3XmmcOk90EcdvagV+VnuHM+iRVCzoo5H6v6c0ft+Gtve0wORwVGa+vbkdT6LSUGBlAR/+tOwbFMlP938z/zm4UL4z/+M3ScU1Oz6wS42Vh7C8zd3zuHRWsef/Ink3j788JRfFBTA174mFzaf//y0j3/+eVnYLltrzCtyqGgBuKD1OPuOlfHqq4l/H+uE+9oTeRkaAqQm/rzzuPzofxEIyP/vVLq7oS7Ugae5yTl17Q7CFS0JuOCyIoZXbmLn/30mZoEPDsKjDwyzlNfxr3FWRUQ6nHdDPSoU4IVfntkBte/QoJQ752mPlniUgr/4S0XXsgv52jNbGDtwlJER+PWvgd4eFnBiXogWkwUL4M474cLb1/Bg8x08+cGfxipKdt/7HKETPWy+88K8OVkXFcm8xx07ErgtN98Mf/EX0iUuwTwireGxxyQfaEmx0WHaoeEhgKtvKqa2czf3f/71hOMOdu0C1dVJK8fkRctXrr+exa88wKLaYR57bLLZGIlIn5qG4dfd0FCWcEVLAtatg8Y3bOR70T/n+N9+Ba3he9+DQPcg7+S7sHLlXB9i1qm+ajMreZVnf3OKw4clHNLbC/fdBx2HwzTRNW+sz3Xr4K8/3cQx2vjXOw/zD/8g82quq3yORRzNz9j9DCgFf3mbh/XvuZAfht7C79d+hH3r3sqzn3yQsnIPK/+/W+b6EC3lmmuk9Puee+D06Sm//NrXRIjcdpv08hmbGDba3i5pL5dfDurU5GGJTsT7D5/kloUv0PHzZ3nit5Nb2e/ZI6HDS73PUOSNGqWYecr116PQXOl7ipMn4VvfkjBgOAz/9/+K07Jl4FFXtGQJV7QkoKAAPvSpSnybz+JrP2/lwf9zmJ07Irw58hOaVZfjek+kxcqVXF6+nb7X+vnCF6Sv2Kc+JUU0VxQ/y/Vtu6QL1zzh7Otbec+GFzmx/SQ11ZpPfhLeNPJ91No1eVtJNhMFBXDHJ+tZ+r8u4RfNH+Dfhm5np/9cNt6+EU9xfr0vysrEXQoG4T/+Q25j1NTAt78tNsPSpeIwlZWhK6t46Jy7KHn0Qc49l4kR0g4WLRQXc879n2D1yHYeuOvZ2KSTwUGJEi5YAG/tvkecx+I8LlbYuBEaGznvwPe45RYx2b70JemkvGsXvOOtQc7v+bUrWrLE9FlV85zaWvjwf23kXzfu5Tef3cGq6A+44tSnpPd3ng3GS4jHw8aLSvjikbs4+J5naG8XjXLllVB57Q9gZf4n4U5l43vP50vvezelly/C03q+2C3XXDPXhzVn+P3wsW+u5NSplZw6JYvX6tVzfVTZYcECeM97ZGH61rfgjjviNPuNN0pyw+7dkq3f18e2jgXsfWYtbzv4L/j2tE6a8Oxk1IUX8Lb3/g+f/UY7f//WVs66ZTX9/ZK387fvG8N79/Pwt38714eZXTweuO461AMPcNX3x2luLuDb35aw0LveBRdUGD2MXNGSFVzRMgPNa6r4m496eejzD/NnK19B/exR8XrnCxdeSNXvP8OWlpNs2dIs28bGYP9+uPXWuT22ueCWWyj/5Cfh0oulnXtn57zKZ0mExyPrsMPX4qRYv16SkX/4Q/jCF+Cv/1p6+QAycfG88wAYGYEf/wMs/l9jXPalt0g/l+pqqabJA1duwVc+xsee/Qv++PCz7Dz0VobOv4q3317MgteekhhJvibhxnP99RIrf/551m3dyqc+JTN2Fy8GHnRFSzZxw0OzsOif/or3PvJWanY9Mb8EC8gZuqAAPve5iW3//u9S2/j2t8/dcc0VtbXi//71X8NPjUqic8+d22NyySmXXCKh0uFhES5//OOZHXN/8QsRLn/xnmI8b38b/OAHku9SW+vIDsFnUFTEshd+xDs/v4YvHXkbn/3ZGi67oVQa7hUUwEUXzfURZp+rr5a/9aGHAPmvXbzY+N1rrmjJJkqnM2I9h2zZskVv25a4M6tLDnj/+yVmv2+fXE4vXSpJdsaHdd5y7Jg04PizP8uPhcglJfr7pYt/e7t8JG65RUzIV16RhNRrroG3vAUJG11wgbgsq1ZNO9PMsRw4AF//uuSwNDdLvscVzu2EnBIXXyzzLbZvn7z9gx8UF2ZgwD03TINSarvWOi2b2hUtLjPT2SlXDDfdJGfnz39eMs/OOWeuj8zFZU7RWgZe/+IXxJJSfT7YsAH+8i+NnBetpWPlyy9Ld77p2qi6OI8vfAE++UkpnVq7dmL79dfLYLIEZfAuQiaixc1pcZmZpiaZHnf33XIWfvvbXcHi4oJcRG/dKubCc8+JEbl69ZRGsEpJOPF973N25ZDLmbzrXfDVr0p+2/PPS+VYf7/YbRdeONdHl7fkPKdFKXWdUuqAUuqgUuoTud6/Sxr83d/JCXd8HP7pn+b6aFxcbEVxsaS7nXXWNJ3r3/EOGR3d2przY3PJIk1N8P3vi9PyoQ/JZMzLLpN22e95z1wfXd6SU6dFKVUA/AdwNXAceFEp9YDWem8uj8MlRSorZe5Od/e86ILr4mIp5eVSHj8fSqzmG9dcIyGiu++W4ZmDg3J77bVzfWR5S67DQ+cBB7XWrwMope4HbgZc0WJ3Lrtsro/AxcW5zIMu2vOWz3xGysheekmGVP3Jn8z1EeU1uRYtLcCxuJ+PA3nc79nFxcXFJa8pLITf/17q3Kur5/po8p5ci5ZE9V9nlC8ppe4A7gBYuHBhto/JxcXFxcUlfXw++XLJOrlOxD0OxPd/bwVOTL2T1vpbWustWust9fX1OTs4FxcXFxcXF/uSa9HyIrBCKbVEKeUDbgUeyPExuLi4uLi4uDiQnIaHtNYRpdSdwO+BAuA7Wus9uTwGFxcXFxcXF2eS8+ZyWuvfAr/N9X5dXFxcXFxcnI07MNHFxcXFxcXFEbiixcXFxcXFxcURuKLFxcXFxcXFxRG4osXFxcXFxcXFEbiixcXFxcXFxcURuKLFxcXFxcXFxREorc/oom8rlFI9wJEsPX0d0Jul53Yi7usxGff1OBP3NZmM+3pMxn09zsR9TSZTB5RqrdNqd2970ZJNlFLbtNZb5vo47IL7ekzGfT3OxH1NJuO+HpNxX48zcV+TyWT6erjhIRcXFxcXFxdH4IoWFxcXFxcXF0cw30XLt+b6AGyG+3pMxn09zsR9TSbjvh6TcV+PM3Ffk8lk9HrM65wWFxcXFxcXF+cw350WFxcXFxcXF4cwL0WLUuo6pdQBpdRBpdQn5vp4co1Sqk0p9ZhSap9Sao9S6kPG9s8opTqUUi8bX9fP9bHmEqXUYaXULuNv32Zsq1FKPaKUajduq+f6OHPB/9/O3YVYVYVhHP8/OCVkRUElkxZaaBBdaIRdiCJUlhBaQaFESAUl6IV0I9ZF4ZVZdlsQDhjoqFGSBJVFUFeWaFJ+VWpSk8NICZkUxUxPF3sN7LGzJQfmLM+s93czZ685M7xn8aw97/4aSbfVcnBA0llJq0vKiKQeSaclHayNNeZB0tq0T/lW0v15qh5bDXPyiqSjkr6WtFPSNWl8mqQ/a1l5I1/lY6NhPhrXSMEZ2V6bj5OSDqTxi85IcZeHJE0AvgPuA/qAvcAy24ezFtZGkrqBbtv7JV0F7AMeAh4Dztl+NWuBmUg6Cdxl+5fa2AbgjO31qcG91vaaXDXmkNbMz8DdwJMUkhFJ84FzwFu270hjLfMg6XagF5gD3Ah8Asy0PZSp/DHRMCcLgU9tD0p6GSDNyTTg/eH3jUcN8/ESLdZIyRk57/sbgd9srxtNRko80zIHOGb7hO2/gW3Aksw1tZXtftv70+vfgSPAlLxVXbKWAJvT681UzV1p7gGO2x6rf/J4SbL9OXDmvOGmPCwBttn+y/YPwDGqfc240mpObO+2PZg29wBT215YJg0ZaVJsRoZJEtXBce9of3+JTcsU4Kfadh8F/8FOne5s4Is0tCqd5u0p5VJIjYHdkvZJeiaNTbbdD1WzB9yQrbp8ljJyJ1NyRpryEPuVylPAB7Xt6ZK+kvSZpHm5isqg1RqJjMA8YMD297Wxi8pIiU2LWoyVdY0skXQl8A6w2vZZ4HXgVmAW0A9szFheDnNt3wksAlam05xFk3Q5sBh4Ow2VnpEmxe9XJL0AFUqkPwAAAgRJREFUDAJb0lA/cLPt2cBzwFZJV+eqr42a1kjxGQGWMfIA6KIzUmLT0gfcVNueCpzKVEs2ki6jali22H4XwPaA7SHb/wBvMg5PXV6I7VPp62lgJ9XnH0j3AA3fC3Q6X4VZLAL22x6AyAjNeSh6vyJpOfAg8LjTjZLpMsiv6fU+4DgwM1+V7XGBNVJ6RrqAR4Dtw2OjyUiJTcteYIak6ekocimwK3NNbZWuK24Cjth+rTbeXXvbw8DB8392vJI0Kd2UjKRJwEKqz78LWJ7ethx4L0+F2Yw4Mio5I0lTHnYBSyVNlDQdmAF8maG+tpP0ALAGWGz7j9r49ekmbiTdQjUnJ/JU2T4XWCPFZiS5Fzhqu294YDQZ6RrTEi9B6Q73VcBHwASgx/ahzGW121zgCeCb4UfPgOeBZZJmUZ2yPAk8m6e8LCYDO6t+ji5gq+0PJe0Fdkh6GvgReDRjjW0l6Qqqp+zqOdhQSkYk9QILgOsk9QEvAutpkQfbhyTtAA5TXSJZOd6eCoHGOVkLTAQ+Tutnj+0VwHxgnaRBYAhYYfv/3rTaERrmY0GrNVJyRmxv4r/3xsEoMlLcI88hhBBC6EwlXh4KIYQQQgeKpiWEEEIIHSGalhBCCCF0hGhaQgghhNARomkJIYQQQkeIpiWEEEIIHSGalhBCCCF0hGhaQgghhNAR/gXfDaZldO/iKwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT REAL vs RECONSTRUCTION ###\n",
    "\n",
    "id_seq = 800\n",
    "\n",
    "seq = np.copy(sequence_target_drop_test[id_seq])\n",
    "seq[seq == mask_value] = np.nan\n",
    "seq = scaler_target.inverse_transform(seq)\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "plt.plot(reconstruc_test[id_seq], label='reconstructed', c='red')\n",
    "plt.plot(seq, c='blue', label='original', alpha=0.6)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reconstruction error on entire sequences: 4045.475900775017\n",
      "reconstruction error on missing sequences: 4049.877372703149\n"
     ]
    }
   ],
   "source": [
    "### COMPUTE PERFORMANCES ON TRAIN ###\n",
    "\n",
    "mask = (sequence_target_drop_train == mask_value)\n",
    "\n",
    "print('reconstruction error on entire sequences:',\n",
    "    mse(np.squeeze(reconstruc_train, -1), np.squeeze(sequence_target_train, -1), squared=False))\n",
    "print('reconstruction error on missing sequences:',\n",
    "    mse(reconstruc_train[mask].reshape(-1,missing_len), sequence_target_train[mask].reshape(-1,missing_len), squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reconstruction error on entire sequences: 4064.68189234263\n",
      "reconstruction error on missing sequences: 4069.3574954226733\n"
     ]
    }
   ],
   "source": [
    "### COMPUTE PERFORMANCES ON TEST ###\n",
    "\n",
    "mask = (sequence_target_drop_test == mask_value)\n",
    "\n",
    "print('reconstruction error on entire sequences:',\n",
    "    mse(np.squeeze(reconstruc_test, -1), np.squeeze(sequence_target_test, -1), squared=False))\n",
    "print('reconstruction error on missing sequences:',\n",
    "    mse(reconstruc_test[mask].reshape(-1,missing_len), sequence_target_test[mask].reshape(-1,missing_len), squared=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19142, 2)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### GET LATENT REPRESENTATION ON TRAIN DATA ###\n",
    "\n",
    "enc_pred, _ = enc.predict([sequence_input_train[:,:,i] for cat,i in map_col.items()] + [sequence_target_drop_train])\n",
    "enc_pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT LATENT REPRESENTATION ###\n",
    "\n",
    "for cat,i in map_col.items():\n",
    "    plt.scatter(enc_pred[:,0], enc_pred[:,1], c=sequence_input_train[:,sequence_length//2,i], cmap='plasma')\n",
    "    plt.title(cat); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "### GENERATE RANDOM PERMUTATION ###\n",
    "\n",
    "np.random.seed(33)\n",
    "\n",
    "id_seq = 3333\n",
    "\n",
    "_X = np.random.normal(enc_pred[id_seq,0], 3, 10)\n",
    "_Y = np.random.normal(enc_pred[id_seq,1], 3, 10)\n",
    "_cat_input = [sequence_input_train[[id_seq],:,i] for cat,i in map_col.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f32a28dcf8>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT RANDOM PERMUTATION ###\n",
    "\n",
    "plt.figure(figsize=(9,5))\n",
    "        \n",
    "for x in _X:\n",
    "    for y in _Y:\n",
    "        dec_pred = dec.predict([np.asarray([[x,y]])] + _cat_input)\n",
    "        plt.plot(scaler_target.inverse_transform(dec_pred[0]), c='orange', alpha=0.6)\n",
    "plt.plot(scaler_target.inverse_transform(sequence_target_train[id_seq]), c='blue')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
